Author : Indumathi Pandiyan

Project on Sequential NLP (Module 2) submitted for PGP-AIML Great Learning on 17-July-2022

Part A - 30 Marks

• DOMAIN: : Digital content and entertainment industry

• CONTEXT: The objective of this project is to build a text classification model that analyses the customer's sentiments based on their reviews in the IMDB database. The model uses a complex deep learning model to build an embedding layer followed by a classification algorithm to analyse the sentiment of the customers

• DATA DESCRIPTION: The Dataset of 50,000 movie reviews from IMDB, labelled by sentiment (positive/negative). Reviews have been preprocessed, and each review is encoded as a sequence of word indexes (integers). For convenience, the words are indexed by their frequency in the dataset, meaning the for that has index 1 is the most frequent word. Use the first 20 words from each review to speed up training, using a max vocabulary size of 10,000. As a convention, "0" does not stand for a specific word, but instead is used to encode any unknown word

PROJECT OBJECTIVE: To Build a sequential NLP classifier which can use input text parameters to determine the customer sentiments

Steps and tasks: [ Total Score: 40 Marks]

Import the required Libraries

#for text pre-processing
import re, string
import nltk
from nltk.tokenize import word_tokenize
from nltk.corpus import stopwords
from nltk.tokenize import word_tokenize
from nltk.stem import SnowballStemmer
from nltk.corpus import wordnet
from nltk.stem import WordNetLemmatizer
# Import packages
import pandas as pd, numpy as np
import tensorflow as tf


#for model-building
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LogisticRegression
from sklearn.naive_bayes import MultinomialNB
from sklearn.metrics import classification_report, f1_score, accuracy_score, confusion_matrix
from sklearn.metrics import roc_curve, auc, roc_auc_score

# Keras
from keras.layers import Dense, Embedding, LSTM, Dropout, MaxPooling1D, Conv1D
from keras.preprocessing.sequence import pad_sequences
from keras.models import Model, Sequential
from keras.preprocessing import sequence
from keras.datasets import imdb

from keras.callbacks import ModelCheckpoint, EarlyStopping

from sklearn.model_selection import train_test_split
from sklearn.metrics import classification_report
from itertools import islice


#for word embedding
import gensim
from gensim.models import Word2Vec

# Suppress warnings
import warnings; warnings.filterwarnings('ignore')

random_state = 42
np.random.seed(random_state)
tf.random.set_seed(random_state)

nltk.download('punkt')
nltk.download('averaged_perceptron_tagger')
nltk.download('wordnet')

[nltk_data] Downloading package punkt to
[nltk_data]     C:\Users\HP\AppData\Roaming\nltk_data...
[nltk_data]   Package punkt is already up-to-date!
[nltk_data] Downloading package averaged_perceptron_tagger to
[nltk_data]     C:\Users\HP\AppData\Roaming\nltk_data...
[nltk_data]   Package averaged_perceptron_tagger is already up-to-
[nltk_data]       date!
[nltk_data] Downloading package wordnet to
[nltk_data]     C:\Users\HP\AppData\Roaming\nltk_data...
[nltk_data]   Package wordnet is already up-to-date!

True

1. Import and analyse the data set. [5 Marks]

Loading the data set

vocab_size = 10000
## Maximum length for Sentiment Analysis
maxlen_for_SA = 300

only the num_words most frequent words are kept. Here As per project requirement 10000 most frequent words should be used.

(X_train, y_train), (X_test, y_test) = imdb.load_data(num_words = vocab_size)

print('X_train shape=',X_train.shape)
print('X_test shape=',X_test.shape)
print('y_train shape=',y_train.shape)
print('y_test shape=',y_test.shape)

X_train shape= (25000,)
X_test shape= (25000,)
y_train shape= (25000,)
y_test shape= (25000,)

len(X_test[0])

68

len(X_test[1])

260

len(X_train[0])

218

Based on vocabulary size set the values of unique count changing

len(np.unique(np.hstack(X_train)))

9998

len(np.unique(np.hstack(X_test)))

9951

X_train[0]

[1,
 14,
 22,
 16,
 43,
 530,
 973,
 1622,
 1385,
 65,
 458,
 4468,
 66,
 3941,
 4,
 173,
 36,
 256,
 5,
 25,
 100,
 43,
 838,
 112,
 50,
 670,
 2,
 9,
 35,
 480,
 284,
 5,
 150,
 4,
 172,
 112,
 167,
 2,
 336,
 385,
 39,
 4,
 172,
 4536,
 1111,
 17,
 546,
 38,
 13,
 447,
 4,
 192,
 50,
 16,
 6,
 147,
 2025,
 19,
 14,
 22,
 4,
 1920,
 4613,
 469,
 4,
 22,
 71,
 87,
 12,
 16,
 43,
 530,
 38,
 76,
 15,
 13,
 1247,
 4,
 22,
 17,
 515,
 17,
 12,
 16,
 626,
 18,
 2,
 5,
 62,
 386,
 12,
 8,
 316,
 8,
 106,
 5,
 4,
 2223,
 5244,
 16,
 480,
 66,
 3785,
 33,
 4,
 130,
 12,
 16,
 38,
 619,
 5,
 25,
 124,
 51,
 36,
 135,
 48,
 25,
 1415,
 33,
 6,
 22,
 12,
 215,
 28,
 77,
 52,
 5,
 14,
 407,
 16,
 82,
 2,
 8,
 4,
 107,
 117,
 5952,
 15,
 256,
 4,
 2,
 7,
 3766,
 5,
 723,
 36,
 71,
 43,
 530,
 476,
 26,
 400,
 317,
 46,
 7,
 4,
 2,
 1029,
 13,
 104,
 88,
 4,
 381,
 15,
 297,
 98,
 32,
 2071,
 56,
 26,
 141,
 6,
 194,
 7486,
 18,
 4,
 226,
 22,
 21,
 134,
 476,
 26,
 480,
 5,
 144,
 30,
 5535,
 18,
 51,
 36,
 28,
 224,
 92,
 25,
 104,
 4,
 226,
 65,
 16,
 38,
 1334,
 88,
 12,
 16,
 283,
 5,
 16,
 4472,
 113,
 103,
 32,
 15,
 16,
 5345,
 19,
 178,
 32]

len(X_train[0])

218

X_train_max_len = max(len(x) for x in X_train)
print("Max length of sequence in X_train: {}".format(X_train_max_len))

X_test_max_len = max(len(x) for x in X_test)
print("Max length of sequence in X_test:  {}".format(X_test_max_len))

Max length of sequence in X_train: 2494
Max length of sequence in X_test:  2315

2. Perform relevant sequence padding on the data. [5 Marks]

## Maximum length for Sentiment Analysis
maxlen_for_SA = 300

pad_sequence: This function transforms a list (of length num_samples) of sequences (lists of integers) into a 2D Numpy array of shape (num_samples, num_timesteps).
num_timesteps is either the maxlen argument if provided, or the length of the longest sequence in the list.
Sequences that are shorter than num_timesteps are padded with value until they are num_timesteps long.
Sequences longer than num_timesteps are truncated so that they fit the desired length.
The position where padding or truncation happens is determined by the arguments padding and truncating, respectively. Pre-padding or removing values from the beginning of the sequence is the default

X_train = pad_sequences(X_train, maxlen = maxlen_for_SA, padding = 'pre')
X_test =  pad_sequences(X_test, maxlen = maxlen_for_SA, padding = 'pre')

X_train[0]

array([   0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,
          0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,
          0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,
          0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,
          0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,
          0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,
          0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,
          0,    0,    0,    0,    0,    1,   14,   22,   16,   43,  530,
        973, 1622, 1385,   65,  458, 4468,   66, 3941,    4,  173,   36,
        256,    5,   25,  100,   43,  838,  112,   50,  670,    2,    9,
         35,  480,  284,    5,  150,    4,  172,  112,  167,    2,  336,
        385,   39,    4,  172, 4536, 1111,   17,  546,   38,   13,  447,
          4,  192,   50,   16,    6,  147, 2025,   19,   14,   22,    4,
       1920, 4613,  469,    4,   22,   71,   87,   12,   16,   43,  530,
         38,   76,   15,   13, 1247,    4,   22,   17,  515,   17,   12,
         16,  626,   18,    2,    5,   62,  386,   12,    8,  316,    8,
        106,    5,    4, 2223, 5244,   16,  480,   66, 3785,   33,    4,
        130,   12,   16,   38,  619,    5,   25,  124,   51,   36,  135,
         48,   25, 1415,   33,    6,   22,   12,  215,   28,   77,   52,
          5,   14,  407,   16,   82,    2,    8,    4,  107,  117, 5952,
         15,  256,    4,    2,    7, 3766,    5,  723,   36,   71,   43,
        530,  476,   26,  400,  317,   46,    7,    4,    2, 1029,   13,
        104,   88,    4,  381,   15,  297,   98,   32, 2071,   56,   26,
        141,    6,  194, 7486,   18,    4,  226,   22,   21,  134,  476,
         26,  480,    5,  144,   30, 5535,   18,   51,   36,   28,  224,
         92,   25,  104,    4,  226,   65,   16,   38, 1334,   88,   12,
         16,  283,    5,   16, 4472,  113,  103,   32,   15,   16, 5345,
         19,  178,   32])

len(X_train[0])

300

print('shape of X_train: ',X_train.shape)
print('shape of y_train: ',y_train.shape)
#print(f'Number of columns in training dataset: {x_train.shape[1]}')
#print(f'Number of unique words in training dataset: {len(np.unique(np.hstack(x_train)))}')

shape of X_train:  (25000, 300)
shape of y_train:  (25000,)

3.Perform following data analysis: [5 Marks]

3.A.Print shape of features and labels

X = np.concatenate((X_train, X_test), axis = 0)
y = np.concatenate((y_train, y_test), axis = 0)

X.shape

(50000, 300)

y.shape

(50000,)

X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = random_state, shuffle = True)
X_train, X_valid, y_train, y_valid = train_test_split(X_train, y_train, test_size = 0.2, random_state = random_state, shuffle = True)

print('Train dataset')
print('---'*20)
print('X_train shape',X_train.shape)
print('y_train shape',y_train.shape)
print('unique words in Train data set',len(np.unique(np.hstack(X_train))))
print('---'*20)

print('Validation dataset')
print('---'*20)
print('X_valid shape',X_valid.shape)
print('y_valid shape', y_valid.shape)
print('unique words in Validation data set',len(np.unique(np.hstack(X_valid))))
print('---'*20)
print('Test dataset')
print('---'*20)
print('X_test shape', X_test.shape)
print('y_test shape', y_test.shape)
print('unique words in Test data set',len(np.unique(np.hstack(X_test))))

Train dataset
------------------------------------------------------------
X_train shape (32000, 300)
y_train shape (32000,)
unique words in Train data set 9999
------------------------------------------------------------
Validation dataset
------------------------------------------------------------
X_valid shape (8000, 300)
y_valid shape (8000,)
unique words in Validation data set 9984
------------------------------------------------------------
Test dataset
------------------------------------------------------------
X_test shape (10000, 300)
y_test shape (10000,)
unique words in Test data set 9995

print(np.unique(y_train))

[0 1]

print(np.unique(y_test))

[0 1]

print(np.unique(y_valid))

[0 1]

Comments
The target feature understanding is as follows on Sentiment

• 0- Negative
  
• 1 -positive

3.B.Print value of any one feature and it's label

len(X_train)

32000

import random
num = random. randint(0,len(X_train))
print(num)

10522

#num=10522

print('Feature of 10th data set',X_train[num])

Feature of 10th data set [   0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    1    2    9    6
    2  801  827    5 1516  346    6  904    9 2429 1944    2    5 5553
 4741    4  105 4486   11 2316  771    4 1249 9483  200  998  105  832
    8  831 4117    4  118    5 1529  173    9   54    4 2470    2    9
   11 1147    5 4973   32 2580    7  680 3575  977  159  129  523    6
  681    7 1710   12    9   91    2    8 1741  827    8  339   25 3126
  129 1972    2 2499  545 1178]

print('Label of random data set',y_train[num])

Label of random data set 1

The random dataset have value for Positive comments

4. Decode the feature value to get original sentence [5 Marks]

retrieve a dictionary that contains mapping of words to their index in the IMDB dataset

imdb_wordindex = imdb.get_word_index()

Now use the dictionary to get the original words from the encodings, for a particular sentence

index_from = 3
imdb_wordindex = {key:value + index_from for key, value in imdb_wordindex.items()}
imdb_wordindex['the']

4

inverted_word = {value: key for key, value in imdb_wordindex.items()}
[inverted_word[index] for index in X_train[num] if index > index_from]

['is',
 'a',
 'typical',
 'tom',
 'and',
 'jerry',
 'short',
 'a',
 'situation',
 'is',
 'designed',
 'conflict',
 'and',
 'mayhem',
 'ensues',
 'the',
 'characters',
 'behave',
 'in',
 'appropriate',
 'ways',
 'the',
 'natural',
 'tensions',
 'between',
 'various',
 'characters',
 'leads',
 'to',
 'general',
 'chaos',
 'the',
 'best',
 'and',
 'funniest',
 'part',
 'is',
 'when',
 'the',
 'peace',
 'is',
 'in',
 'force',
 'and',
 'respected',
 'all',
 'sorts',
 'of',
 'strange',
 'wonders',
 'appear',
 'before',
 'your',
 'eyes',
 'a',
 'word',
 'of',
 'warning',
 'it',
 'is',
 'most',
 'to',
 'allow',
 'tom',
 'to',
 'help',
 'you',
 'perform',
 'your',
 'morning',
 'routine',
 'highly',
 'recommended']

def decode_review(x, y):
  w2i = imdb.get_word_index()                                
  w2i = {k:(v + 3) for k, v in w2i.items()}
  w2i['<PAD'] = 0
  w2i['<START>'] = 1
  w2i['<UNK>'] = 2
  i2w = {i: w for w, i in w2i.items()}

  ws = (' '.join(i2w[i] for i in x))
  print(f'Review: {ws}')
  print(f'Actual Sentiment: {y}')
  return w2i, i2w

w2i, i2w = decode_review(X_train[num], y_train[num])

Review: <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <PAD <START> <UNK> is a <UNK> typical tom and jerry short a situation is designed conflict <UNK> and mayhem ensues the characters behave in appropriate ways the natural tensions between various characters leads to general chaos the best and funniest part is when the peace <UNK> is in force and respected all sorts of strange wonders appear before your eyes a word of warning it is most <UNK> to allow tom to help you perform your morning <UNK> routine highly recommended
Actual Sentiment: 1

*Comments : Original sentence is retrieved by decoding

###Get the sentiment of above sentence

print('Sentiment of Above sentence is',y_train[num])

Sentiment of Above sentence is 1

print('---'*20, f'\nNumber of rows in training dataset: {X_train.shape[0]}')
print(f'Number of columns in training dataset: {X_train.shape[1]}')
print(f'Number of unique words in training dataset: {len(np.unique(np.hstack(X_train)))}')

------------------------------------------------------------ 
Number of rows in training dataset: 32000
Number of columns in training dataset: 300
Number of unique words in training dataset: 9999

5.Design, train, tune and test a sequential model. [5 Marks]

vocabulary = 10000
max_words = 300
from keras.layers import Dense, Embedding, Conv1D, GlobalMaxPool1D, LSTM, TimeDistributed, Flatten

model = Sequential()
model.add(Embedding(vocabulary, 100, input_length=max_words))
model.add(LSTM(100,return_sequences= True))
dense_layer = Dense(100, activation='relu')
model.add(TimeDistributed(dense_layer))
model.add(Flatten())
model.add(Dense(1, activation='sigmoid'))

### compile the model
model.compile(optimizer='adam', loss='binary_crossentropy', metrics='accuracy')

### Print model Summary

print(model.summary())

Model: "sequential_3"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 embedding_2 (Embedding)     (None, 300, 100)          1000000   
                                                                 
 lstm_2 (LSTM)               (None, 300, 100)          80400     
                                                                 
 time_distributed (TimeDistr  (None, 300, 100)         10100     
 ibuted)                                                         
                                                                 
 flatten (Flatten)           (None, 30000)             0         
                                                                 
 dense_3 (Dense)             (None, 1)                 30001     
                                                                 
=================================================================
Total params: 1,120,501
Trainable params: 1,120,501
Non-trainable params: 0
_________________________________________________________________
None

Fit the model

h=model.fit(X_train, y_train, epochs=5, batch_size=64, validation_data = (X_valid, y_valid))

Epoch 1/5
500/500 [==============================] - 222s 441ms/step - loss: 0.4083 - accuracy: 0.8133 - val_loss: 0.2646 - val_accuracy: 0.8882
Epoch 2/5
500/500 [==============================] - 222s 444ms/step - loss: 0.1923 - accuracy: 0.9253 - val_loss: 0.2572 - val_accuracy: 0.8975
Epoch 3/5
500/500 [==============================] - 232s 465ms/step - loss: 0.1332 - accuracy: 0.9509 - val_loss: 0.2883 - val_accuracy: 0.8904
Epoch 4/5
500/500 [==============================] - 236s 472ms/step - loss: 0.0879 - accuracy: 0.9680 - val_loss: 0.3878 - val_accuracy: 0.8816
Epoch 5/5
500/500 [==============================] - 232s 464ms/step - loss: 0.0550 - accuracy: 0.9803 - val_loss: 0.4394 - val_accuracy: 0.8832

Evaulate the model

scores, accuracy = model.evaluate(X_test, y_test, verbose=0)
print("Score: {:.4f}".format(scores))
print("Accuracy: {:.4f}".format(accuracy))

Score: 0.4420
Accuracy: 0.8870

plt.style.use('fivethirtyeight')
def plot_accuracy_loss(history):
    accuracy      = history.history['accuracy']
    val_accuracy  = history.history['val_accuracy']
    loss     = history.history['loss']
    val_loss = history.history['val_loss']

    epochs   = range(len(accuracy)) # Get number of epochs

    plt.plot  ( epochs, accuracy, label = 'training accuracy' )
    plt.plot  ( epochs, val_accuracy, label = 'validation accuracy' )
    plt.title ('Training and validation accuracy')
    plt.ylabel('Accuracy')
    plt.xlabel('Epochs')
    plt.legend(loc = 'lower right')
    plt.figure()

    plt.plot  ( epochs, loss, label = 'training loss' )
    plt.plot  ( epochs, val_loss, label = 'validation loss' )
    plt.ylabel('Loss')
    plt.xlabel('Epoch')
    plt.legend(loc = 'upper right')
    plt.title ('Training and validation loss')
    

plot_accuracy_loss(h)

y_pred = (model.predict(X_test) > 0.5).astype('int32')
print(f'Classification Report:\n{classification_report(y_pred, y_test)}')

Classification Report:
              precision    recall  f1-score   support

           0       0.89      0.88      0.89      4942
           1       0.89      0.89      0.89      5058

    accuracy                           0.89     10000
   macro avg       0.89      0.89      0.89     10000
weighted avg       0.89      0.89      0.89     10000

cm = confusion_matrix(y_test, y_pred)

cm

array([[4362,  550],
       [ 580, 4508]], dtype=int64)

import matplotlib.pyplot as plt
import seaborn as sns
print('--'*30); print('Confusion Matrix')
cm = confusion_matrix(y_test, y_pred)
cm = pd.DataFrame(cm , index = ['Negative', 'Positive'] , columns = ['Negative','Positive'])
display(cm); print('--'*30)

plt.figure(figsize = (8, 5))
_ = sns.heatmap(cm, cmap= 'Blues', linecolor = 'black' , linewidth = 1 , annot = True, 
            fmt = '' , xticklabels = ['Negative', 'Positive'], 
            yticklabels = ['Negative', 'Positive']).set_title('Confusion Matrix for Sentiment Analysis of IMDB data')

------------------------------------------------------------
Confusion Matrix

	Negative	Positive
Negative	4362	550
Positive	580	4508

------------------------------------------------------------

Hint: The aim here Is to import the text, process it such a way that it can be taken as an inout to the ML/NN classifiers. Be analytical and experimental here in trying new approaches to design the best model

6. Use the designed model to print the prediction on any one sample. [5 Marks]

#### Add your code here ####
goodsample = "wonderful movie"
badsample = "can not watch even one time"
from tensorflow.keras.preprocessing.sequence import pad_sequences
for review in [goodsample, badsample]:
    encoded_review = []
    review_split = review.split(" ")
    for word in review_split:
        encoded_review.append(imdb_wordindex[word])
    review_padded = pad_sequences([encoded_review], maxlen=300)
    pred = model.predict(review_padded)
    print(pred)
    if pred > 0.5:
        sentiment = 'positive'
    else:
        sentiment = 'negative'
    print("Review: {0}\n\tSentiment: {1}".format(review, sentiment))

[[0.84323984]]
Review: wonderful movie
	Sentiment: positive
[[0.25102058]]
Review: can not watch even one time
	Sentiment: negative

Conclusion:

• In this project able to successfully built a text classification sequential model that analyses Customer sentiments based on their review in the IMDB database.
  
• The model has 88% accuracy in the Test data.
  
• The model able to predict positive and negative values successfully after encoding with IMDB data set.
  
• 4 epochs is executed while fitting the model training accuracy reached near 98.3% accuracy on 4th Epoch. Where as validation accuracy reached 88%.
• loss keeps decreasing in Training data where as it got increased in validation data after 2nd epoch

PART B

• DOMAIN: Social media analytics

• CONTEXT: Past studies in Sarcasm Detection mostly make use of Twitter datasets collected using hashtag based supervision but such datasets are noisy in terms of labels and language. Furthermore, many tweets are replies to other tweets and detecting sarcasm in these requires the availability of contextual tweets.In this hands-on project, the goal is to build a model to detect whether a sentence is sarcastic or not, using Bidirectional LSTMs.

• DATA DESCRIPTION:

The dataset is collected from two news websites, theonion.com and huffingtonpost.com. This new dataset has the following advantages over the existing Twitter datasets:Since news headlines are written by professionals in a formal manner, there are no spelling mistakes and informal usage. This reduces the sparsity and also increases the chance of finding pre-trained embeddings. Furthermore, since the sole purpose of TheOnion is to publish sarcastic news, we get high-quality labels with much less noise as compared to Twitter datasets. Unlike tweets that reply to other tweets, the news headlines obtained are self-contained. This would help us in teasing apart the real sarcastic elements.

Content: Each record consists of three attributes:
is_sarcastic: 1 if the record is sarcastic otherwise 0
headline: the headline of the news article
article_link: link to the original news article. Useful in collecting supplementary data Reference: https://github.com/rishabhmisra/News-Headlines-Dataset-For-Sarcasm-Detection

PROJECT OBJECTIVE: Build a sequential NLP classifier which can use input text parameters to determine the customer sentiments

from nltk.corpus import stopwords 
import re
import nltk
#from wordcloud import WordCloud
nltk.download("stopwords")
from sklearn.model_selection import train_test_split, RandomizedSearchCV, RepeatedStratifiedKFold
from sklearn.ensemble import RandomForestClassifier
import tensorflow as tf
from tensorflow.keras.preprocessing.text import Tokenizer
from tensorflow.keras.preprocessing.sequence import pad_sequences
from sklearn.metrics import confusion_matrix, accuracy_score, roc_curve, roc_auc_score, recall_score, f1_score
from lightgbm import LGBMClassifier
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, GRU, Embedding
from tensorflow.keras.optimizers import Adam,SGD,RMSprop
import optuna
import time

import warnings
warnings.filterwarnings('ignore')

[nltk_data] Downloading package stopwords to
[nltk_data]     C:\Users\HP\AppData\Roaming\nltk_data...
[nltk_data]   Package stopwords is already up-to-date!

1.Read and explore the data [3 Marks]

data = pd.read_json("Sarcasm_Headlines_Dataset.json", lines=True)
data.head()

	is_sarcastic	headline	article_link
0	1	thirtysomething scientists unveil doomsday clo...	https://www.theonion.com/thirtysomething-scien...
1	0	dem rep. totally nails why congress is falling...	https://www.huffingtonpost.com/entry/donna-edw...
2	0	eat your veggies: 9 deliciously different recipes	https://www.huffingtonpost.com/entry/eat-your-...
3	1	inclement weather prevents liar from getting t...	https://local.theonion.com/inclement-weather-p...
4	1	mother comes pretty close to using word 'strea...	https://www.theonion.com/mother-comes-pretty-c...

data.tail()

	is_sarcastic	headline	article_link
28614	1	jews to celebrate rosh hashasha or something	https://www.theonion.com/jews-to-celebrate-ros...
28615	1	internal affairs investigator disappointed con...	https://local.theonion.com/internal-affairs-in...
28616	0	the most beautiful acceptance speech this week...	https://www.huffingtonpost.com/entry/andrew-ah...
28617	1	mars probe destroyed by orbiting spielberg-gat...	https://www.theonion.com/mars-probe-destroyed-...
28618	1	dad clarifies this not a food stop	https://www.theonion.com/dad-clarifies-this-no...

print('data shape',data.shape)

data shape (28619, 3)

data['is_sarcastic'].nunique()

2

data['is_sarcastic'].value_counts()

0    14985
1    13634
Name: is_sarcastic, dtype: int64

data.isnull().sum()

is_sarcastic    0
headline        0
article_link    0
dtype: int64

data['article_link'].nunique()

28617

data['headline'].head(1)

0    thirtysomething scientists unveil doomsday clo...
Name: headline, dtype: object

To get the parent link from the Article Link

from urllib.parse import urlparse
def get_netloc(url):
    scheme, netloc, path, params, query, fragment = urlparse(url)
    return netloc

link = []
for i in range(len(data.article_link)):
    link.append(get_netloc(data.article_link[i]))
    
data["link"] = link

data.head()

	is_sarcastic	headline	article_link	link
0	1	thirtysomething scientists unveil doomsday clo...	https://www.theonion.com/thirtysomething-scien...	www.theonion.com
1	0	dem rep. totally nails why congress is falling...	https://www.huffingtonpost.com/entry/donna-edw...	www.huffingtonpost.com
2	0	eat your veggies: 9 deliciously different recipes	https://www.huffingtonpost.com/entry/eat-your-...	www.huffingtonpost.com
3	1	inclement weather prevents liar from getting t...	https://local.theonion.com/inclement-weather-p...	local.theonion.com
4	1	mother comes pretty close to using word 'strea...	https://www.theonion.com/mother-comes-pretty-c...	www.theonion.com

rands = random.sample(range(1, data.shape[0]), 5)

Printing random Headlines and its isSarcastic value

print(rands)

[23717, 4737, 17316, 5291, 16703]

for i in rands:
    #print(i)
    print(data.loc[i,'headline'],'is_sarcastic value is',data.loc[i,'is_sarcastic'])
    #print(''+data.loc[i,'headline']+' is_sarcastic value is'+ data.loc[i,'is_sarcastic'])

people think ivanka trump's new twitter bio is an insult to women is_sarcastic value is 0
kim kardashian's 11 best outfits of 2015 is_sarcastic value is 0
man would rather annoy small group of friends than bunch of strangers at party is_sarcastic value is 1
'it's just a plant, man,' says purdue pharma ceo waving poppy flower before opioid lawsuit judge is_sarcastic value is 1
republicans steel for a loss in trump country special election is_sarcastic value is 0

data['link'].nunique()

9

Grouping website with Article link

print('Analysis of is_sarcastic Based on the website Name' ); print('--'*30)

hf = data[data['article_link'].str.contains('huffingtonpost.com')].shape[0]
op = data[data['article_link'].str.contains('theonion.com')].shape[0]

is_sarcastic_hf = data.loc[(data['article_link'].str.contains('huffingtonpost.com')) & (data['is_sarcastic'] == 1)].shape[0]
not_sarcastic_hf = data.loc[(data['article_link'].str.contains('huffingtonpost.com')) & (data['is_sarcastic'] == 0)].shape[0]

is_sarcastic_op = data.loc[(data['article_link'].str.contains('theonion.com')) & (data['is_sarcastic'] == 1)].shape[0]
not_sarcastic_op = data.loc[(data['article_link'].str.contains('theonion.com')) & (data['is_sarcastic'] == 0)].shape[0]

display(pd.DataFrame([[is_sarcastic_hf, is_sarcastic_op], [not_sarcastic_hf, not_sarcastic_op]], 
                     columns = ['huffingtonpost', 'theonion'], index = ['Sarcastic', 'Non-sarcastic']))

Analysis of is_sarcastic Based on the website Name
------------------------------------------------------------

	huffingtonpost	theonion
Sarcastic	0	13634
Non-sarcastic	14985	1

import seaborn as sns
import matplotlib.pyplot as plt
print(data.is_sarcastic.value_counts() ,"\n")

fig, ax = plt.subplots(1,2, figsize=(19, 5))
f1 = sns.countplot(data.is_sarcastic, ax = ax[0]);
f1.set_title("Count of Sarcastic Yes and No")
f1.set_ylabel("Count")
f1.set_xlabel("Target")

f2 = plt.pie(data["is_sarcastic"].value_counts().values,explode=[0,0],labels=data.is_sarcastic.value_counts().index, autopct='%1.1f%%')
fig.show()

0    14985
1    13634
Name: is_sarcastic, dtype: int64 

Observations:
• There are 28619 records with 3 features. The headlines is independant feature and is_sarcastic is dependent feature.
• There are 14985 records(52.4%) isSarcastic 0 and 13634 records(47.6%) as is_Sarcastic is 1
• The data is almost balanced
• The the headlines are from two websites "theonion" and "huffingtonpost" . "theonion" has many suburls • From the analysis made above is very clear that all the Sarcastic headlines from "theonion" website and "huffingtonpost" has non sarcastic headlines.

2. Retain relevant columns [3 Marks]

sarc_data = data[['is_sarcastic', 'headline']].copy()

sarc_data.head()

	is_sarcastic	headline
0	1	thirtysomething scientists unveil doomsday clo...
1	0	dem rep. totally nails why congress is falling...
2	0	eat your veggies: 9 deliciously different recipes
3	1	inclement weather prevents liar from getting t...
4	1	mother comes pretty close to using word 'strea...

Comments:

• The columns requrired for model building is headline is the independent feature and "is_sarcastic" is dependent features. So retaining only those columns

3. Get length of each sentence [3 Marks]

sarc_data_temp= sarc_data.copy()

sarc_data["headline"].loc[0]

'thirtysomething scientists unveil doomsday clock of hair loss'

len(sarc_data["headline"].loc[0])

61

sarc_data['length']=sarc_data['headline'].str.len()

sarc_data.head()

	is_sarcastic	headline	length
0	1	thirtysomething scientists unveil doomsday clo...	61
1	0	dem rep. totally nails why congress is falling...	79
2	0	eat your veggies: 9 deliciously different recipes	49
3	1	inclement weather prevents liar from getting t...	52
4	1	mother comes pretty close to using word 'strea...	61

print("Maximum Length of the sentences from DataFrame = ",sarc_data['length'].max())

Maximum Length of the sentences from DataFrame =  926

sarc_data.loc[sarc_data['length'] == sarc_data['length'].max()]

	is_sarcastic	headline	length
7302	1	hot wheels ranked number one toy for rolling d...	926

To find the the number of unique words in the headline

def find_num_words(data):
    wordlist = []
    splitting_list = data.str.split()
    for i in range(len(splitting_list)):
        for j in range(len(splitting_list[i])):
            wordlist.append(splitting_list[i][j])
            
    wordset = set(wordlist)
    
    print("total number of unique words",len(wordset))
    print("total number of words",len(wordlist))
   

find_num_words(sarc_data.headline)

total number of unique words 38234
total number of words 287620

Steps to cleanup the Headlines

#library that contains punctuation
import string
string.punctuation
from nltk.stem import WordNetLemmatizer
#defining the object for Lemmatization
wordnet_lemmatizer = WordNetLemmatizer()

#importing nlp library
import nltk
#Stop words present in the library
stopwords = nltk.corpus.stopwords.words('english')

#defining the function to remove punctuation
def remove_punctuation(text):
    punctuationfree="".join([i for i in text if i not in string.punctuation])
    return punctuationfree

#defining the function to remove stopwords from tokenized text
def remove_stopwords(text):
    output=  ' '.join([word for word in text.split() if word not in stopwords])
    return output

#defining the function for lemmatization
def lemmatizer(text):
    lemm_text = [wordnet_lemmatizer.lemmatize(word) for word in text]
    return lemm_text

# Remove html tags
def removeHTML(text):
    regex = re.compile('<.*?>')
    return re.sub(regex, ' ', text)

# Remove URLs
def removeURL(text):
    regex = re.compile('http[s]?://\S+')
    return re.sub(regex, ' ', text)

# remove numbers, punctuation and any special characters (keep only alphabets)
def onlyAlphabets(text):
    regex = re.compile('[^a-zA-Z]')
    return re.sub(regex, ' ', text)

def lemmetize(text):
     # Create an empty list containing lemmatized words
    lemmatized_list = []
    text_words = text.split(" ")
    
    #print(text_words)
    
    # Iterate through every word to lemmatize
    for word in text_words:
        lemmatized_list.append(wordnet_lemmatizer.lemmatize(word, pos="v"))
    
    #print(lemmatized_list)
        
    # Join the list
    lemmatized_text = " ".join(lemmatized_list)
    #print(lemmatized_text)
    return lemmatized_text

def removeSpaces(text):
    # Strip unwanted spaces
    return text.strip()

sarc_data['headline'].values[100]

'report: 70% of trump endorsements made after staring at bedroom ceiling for 4 hours'

x=7302

tmp_sentence=lemmetize(sarc_data['headline'].values[x])

tmp_sentence

'hot wheel rank number one toy for roll down ramp, knock over dominoes that send marble down a funnel, drop onto teeter-totter that yank on string, cause pulley system to raise wooden block, propel series of twine rollers that unwind spring, launch tennis ball across room, inch tire down slope until it hit power switch, activate table fan that blow toy ship with nail attach to it across kiddie pool, pop water balloon that fill cup, weigh down lever that force basketball down track, nudge broomstick on axis to rotate, allow golf ball to roll into sideways coffee mug, which tumble down row of hardcover book until handle catch hook attach to lever that cause wooden mallet to slam down on serve spoon, catapult small ball into cup attach by ribbon to lazy susan, which spin until it push d battery down incline plane, tip over salt shaker to season omelet'

headline = sarc_data['headline'].values[x]
sarcasm = sarc_data['is_sarcastic'].values[x]

print("before ",headline)
cleaned_sentence = []
   
# Remove URL
sentence = removeURL(headline) 
    
# Remove HTML
sentence = removeHTML(sentence)
    
# Get only alphabets
sentence = onlyAlphabets(sentence)
    
#Convert to lower case
sentence = sentence.lower()
    
#Remove punctuation
sentence=remove_punctuation(sentence)

#Remove stop words
sentence= remove_stopwords(sentence)
    
#Remove spaces
sentence=removeSpaces(sentence)
   
    
#Lemmetize
sentence=lemmetize(sentence)

print("after ", sentence)
           

before  hot wheels ranked number one toy for rolling down ramp, knocking over dominoes that send marble down a funnel, dropping onto teeter-totter that yanks on string, causing pulley system to raise wooden block, propelling series of twine rollers that unwind spring, launching tennis ball across room, inching tire down slope until it hits power switch, activating table fan that blows toy ship with nail attached to it across kiddie pool, popping water balloon that fills cup, weighing down lever that forces basketball down track, nudging broomstick on axis to rotate, allowing golf ball to roll into sideways coffee mug, which tumbles down row of hardcover books until handle catches hook attached to lever that causes wooden mallet to slam down on serving spoon, catapulting small ball into cup attached by ribbon to lazy susan, which spins until it pushes d battery down incline plane, tipping over salt shaker to season omelet
after  hot wheel rank number one toy roll ramp knock dominoes send marble funnel drop onto teeter totter yank string cause pulley system raise wooden block propel series twine rollers unwind spring launch tennis ball across room inch tire slope hit power switch activate table fan blow toy ship nail attach across kiddie pool pop water balloon fill cup weigh lever force basketball track nudge broomstick axis rotate allow golf ball roll sideways coffee mug tumble row hardcover book handle catch hook attach lever cause wooden mallet slam serve spoon catapult small ball cup attach ribbon lazy susan spin push battery incline plane tip salt shaker season omelet

sno = nltk.stem.SnowballStemmer('english')    # Initializing stemmer
wordcloud = [[], []]
all_sentences = []    # All cleaned sentences


for x in range(len(sarc_data['headline'].values)):
    headline = sarc_data['headline'].values[x]
    sarcasm = sarc_data['is_sarcastic'].values[x]

    #print("before ",headline)
    cleaned_sentence = []
   
    # Remove URL
    sentence = removeURL(headline) 
    
    # Remove HTML
    sentence = removeHTML(sentence)
    
    # Get only alphabets
    sentence = onlyAlphabets(sentence)
    
    #Convert to lower case
    sentence = sentence.lower()
    
    #Remove punctuation
    sentence=remove_punctuation(sentence)

    #Remove stop words
    sentence= remove_stopwords(sentence)
    
    #Remove spaces
    sentence=removeSpaces(sentence)
       
    #Lemmetize
    sentence=lemmetize(sentence)          

    all_sentences.append(''.join(sentence))

len(all_sentences)

28619

all_sentences[x]

'dad clarify food stop'

sarc_data['final_headline'] = all_sentences

WordCloud of Headline that is not Sarcastic

from wordcloud import WordCloud

plt.figure(figsize = (20,20))
plt.grid(False)
wc = WordCloud(max_words = 2000 , width = 1600 , height = 800).generate(" ".join(sarc_data[sarc_data.is_sarcastic == 0].final_headline))
plt.imshow(wc , interpolation = 'bilinear')

<matplotlib.image.AxesImage at 0x1cb1a975040>

WordCloud of Headline that is Sarcastic

plt.figure(figsize = (20,20))
plt.grid(False)
wc = WordCloud(max_words = 2000 , width = 1600 , height = 800).generate(" ".join(sarc_data[sarc_data.is_sarcastic == 1].final_headline))
plt.imshow(wc , interpolation = 'bilinear')

<matplotlib.image.AxesImage at 0x1cb2a262a00>

sarc_data.head()

	is_sarcastic	headline	length	final_headline
0	1	thirtysomething scientists unveil doomsday clo...	61	thirtysomething scientists unveil doomsday clo...
1	0	dem rep. totally nails why congress is falling...	79	dem rep totally nail congress fall short gende...
2	0	eat your veggies: 9 deliciously different recipes	49	eat veggies deliciously different recipes
3	1	inclement weather prevents liar from getting t...	52	inclement weather prevent liar get work
4	1	mother comes pretty close to using word 'strea...	61	mother come pretty close use word stream corre...

sarc_data.tail()

	is_sarcastic	headline	length	final_headline
28614	1	jews to celebrate rosh hashasha or something	44	jews celebrate rosh hashasha something
28615	1	internal affairs investigator disappointed con...	87	internal affairs investigator disappoint consp...
28616	0	the most beautiful acceptance speech this week...	71	beautiful acceptance speech week come queer ko...
28617	1	mars probe destroyed by orbiting spielberg-gat...	61	mar probe destroy orbit spielberg gate space p...
28618	1	dad clarifies this not a food stop	34	dad clarify food stop

print('--'*40); print('Get the number of words, find the maximum number of words and print the maximum number of words'); 
#print('Number of words ranges from 2 to 39.'); print('--'*40)
# Get length of each line
sarc_data['nb_words'] = sarc_data['final_headline'].apply(lambda x: len(x.split(' ')))

print('Minimum number of words: {}'.format(sarc_data['nb_words'].min()))
print('Maximum number of words: {}'.format(sarc_data['nb_words'].max()))
print('Line with maximum number of words: {}'.format(sarc_data[sarc_data['nb_words'] == sarc_data['nb_words'].max()]['final_headline'].values[0]))

--------------------------------------------------------------------------------
Get the number of words, find the maximum number of words and print the maximum number of words
Minimum number of words: 1
Maximum number of words: 107
Line with maximum number of words: hot wheel rank number one toy roll ramp knock dominoes send marble funnel drop onto teeter totter yank string cause pulley system raise wooden block propel series twine rollers unwind spring launch tennis ball across room inch tire slope hit power switch activate table fan blow toy ship nail attach across kiddie pool pop water balloon fill cup weigh lever force basketball track nudge broomstick axis rotate allow golf ball roll sideways coffee mug tumble row hardcover book handle catch hook attach lever cause wooden mallet slam serve spoon catapult small ball cup attach ribbon lazy susan spin push battery incline plane tip salt shaker season omelet

sarc_data.head()

	is_sarcastic	headline	length	final_headline	nb_words
0	1	thirtysomething scientists unveil doomsday clo...	61	thirtysomething scientists unveil doomsday clo...	7
1	0	dem rep. totally nails why congress is falling...	79	dem rep totally nail congress fall short gende...	10
2	0	eat your veggies: 9 deliciously different recipes	49	eat veggies deliciously different recipes	5
3	1	inclement weather prevents liar from getting t...	52	inclement weather prevent liar get work	6
4	1	mother comes pretty close to using word 'strea...	61	mother come pretty close use word stream corre...	8

sarc_data.loc[sarc_data['nb_words'] == sarc_data['nb_words'].max()]

	is_sarcastic	headline	length	final_headline	nb_words
7302	1	hot wheels ranked number one toy for rolling d...	926	hot wheel rank number one toy roll ramp knock ...	107

Comments

The data at index 7302 has maximum number of words 107 and the same have been printed above

4. Define parameters [3 Marks]

max_features = 10000
maxlen = sarc_data['nb_words'].max()
embedding_size = 200

maxlen

107

5. Get indices for words [3 Marks]

Apply Tokenizer for the final headline

from tensorflow.keras.preprocessing.text import Tokenizer
tokenizer = Tokenizer(num_words = max_features)
tokenizer.fit_on_texts(list(sarc_data['final_headline']))

print("The word index",tokenizer.word_index)

The word index {'trump': 1, 'new': 2, 'man': 3, 'get': 4, 'make': 5, 'say': 6, 'report': 7, 'time': 8, 'go': 9, 'one': 10, 'year': 11, 'woman': 12, 'find': 13, 'day': 14, 'take': 15, 'u': 16, 'area': 17, 'like': 18, 'donald': 19, 'first': 20, 'people': 21, 'obama': 22, 'old': 23, 'house': 24, 'women': 25, 'show': 26, 'nation': 27, 'life': 28, 'back': 29, 'world': 30, 'call': 31, 'white': 32, 'look': 33, 'give': 34, 'know': 35, 'still': 36, 'want': 37, 'think': 38, 'work': 39, 'clinton': 40, 'watch': 41, 'plan': 42, 'come': 43, 'state': 44, 'live': 45, 'school': 46, 'use': 47, 'right': 48, 'could': 49, 'family': 50, 'tell': 51, 'love': 52, 'need': 53, 'see': 54, 'way': 55, 'americans': 56, 'kill': 57, 'black': 58, 'change': 59, 'study': 60, 'star': 61, 'would': 62, 'parent': 63, 'gop': 64, 'bill': 65, 'kid': 66, 'american': 67, 'shoot': 68, 'years': 69, 'leave': 70, 'last': 71, 'president': 72, 'talk': 73, 'home': 74, 'really': 75, 'best': 76, 'try': 77, 'help': 78, 'police': 79, 'america': 80, 'ask': 81, 'break': 82, 'die': 83, 'mom': 84, 'death': 85, 'good': 86, 'meet': 87, 'run': 88, 'war': 89, 'campaign': 90, 'video': 91, 'party': 92, 'big': 93, 'every': 94, 'things': 95, 'stop': 96, 'open': 97, 'reveal': 98, 'child': 99, 'game': 100, 'health': 101, 'hillary': 102, 'may': 103, 'attack': 104, 'announce': 105, 'guy': 106, 'win': 107, 'lose': 108, 'keep': 109, 'dog': 110, 'self': 111, 'dead': 112, 'little': 113, 'high': 114, 'court': 115, 'job': 116, 'baby': 117, 'feel': 118, 'never': 119, 'face': 120, 'fire': 121, 'name': 122, 'let': 123, 'release': 124, 'john': 125, 'vote': 126, 'gun': 127, 'even': 128, 'fight': 129, 'force': 130, 'end': 131, 'news': 132, 'real': 133, 'start': 134, 'fan': 135, 'gay': 136, 'put': 137, 'couple': 138, 'spend': 139, 'election': 140, 'fuck': 141, 'move': 142, 'next': 143, 'dad': 144, 'week': 145, 'bush': 146, 'local': 147, 'eat': 148, 'sex': 149, 'around': 150, 'turn': 151, 'debate': 152, 'save': 153, 'warn': 154, 'million': 155, 'care': 156, 'miss': 157, 'pay': 158, 'office': 159, 'another': 160, 'night': 161, 'college': 162, 'two': 163, 'long': 164, 'film': 165, 'ever': 166, 'lead': 167, 'thing': 168, 'top': 169, 'play': 170, 'finally': 171, 'learn': 172, 'book': 173, 'much': 174, 'children': 175, 'become': 176, 'us': 177, 'mother': 178, 'second': 179, 'actually': 180, 'company': 181, 'claim': 182, 'season': 183, 'god': 184, 'bring': 185, 'line': 186, 'deal': 187, 'body': 188, 'men': 189, 'poll': 190, 'congress': 191, 'senate': 192, 'son': 193, 'everyone': 194, 'support': 195, 'wear': 196, 'introduce': 197, 'money': 198, 'hit': 199, 'bad': 200, 'north': 201, 'free': 202, 'national': 203, 'better': 204, 'sexual': 205, 'power': 206, 'climate': 207, 'city': 208, 'friend': 209, 'head': 210, 'away': 211, 'facebook': 212, 'part': 213, 'anti': 214, 'teen': 215, 'without': 216, 'hold': 217, 'law': 218, 'return': 219, 'york': 220, 'drink': 221, 'place': 222, 'food': 223, 'word': 224, 'enough': 225, 'offer': 226, 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1417, 'safe': 1418, 'emergency': 1419, 'emerge': 1420, 'compare': 1421, 'bannon': 1422, 'bee': 1423, 'concert': 1424, 'access': 1425, 'mad': 1426, 'soccer': 1427, 'india': 1428, 'disaster': 1429, 'troll': 1430, 'muslims': 1431, 'alabama': 1432, 'catholic': 1433, 'gate': 1434, 'veteran': 1435, 'coworkers': 1436, 'passengers': 1437, 'rnc': 1438, 'solve': 1439, 'notice': 1440, 'habit': 1441, 'whatever': 1442, 'rap': 1443, 'society': 1444, 'asshole': 1445, 'quick': 1446, 'gain': 1447, 'lift': 1448, 'safety': 1449, 'smith': 1450, 'currently': 1451, 'parenthood': 1452, 'matt': 1453, 'critics': 1454, 'rate': 1455, 'absolutely': 1456, 'mitch': 1457, 'instead': 1458, 'mention': 1459, 'crew': 1460, 'finger': 1461, 'chase': 1462, 'grade': 1463, 'collapse': 1464, 'x': 1465, 'allegedly': 1466, 'trend': 1467, 'rico': 1468, 'endorse': 1469, 'comedy': 1470, 'annual': 1471, 'freeze': 1472, 'farm': 1473, 'research': 1474, 'trick': 1475, 'conference': 1476, 'shooter': 1477, 'decades': 1478, 'perry': 1479, 'respect': 1480, 'kanye': 1481, 'stranger': 1482, 'effect': 1483, 'ship': 1484, 'app': 1485, 'cheer': 1486, 'mall': 1487, 'century': 1488, 'sunday': 1489, 'cream': 1490, 'african': 1491, 'gather': 1492, 'tiny': 1493, 'appearance': 1494, 'burger': 1495, 'investigate': 1496, 'memorial': 1497, 'historic': 1498, 'israeli': 1499, 'funniest': 1500, 'violent': 1501, 'pride': 1502, 'snow': 1503, 'awesome': 1504, 'camera': 1505, 'ivanka': 1506, 'army': 1507, 'computer': 1508, 'anger': 1509, 'spill': 1510, 'victim': 1511, 'embrace': 1512, 'attention': 1513, 'commit': 1514, 'campus': 1515, 'peter': 1516, 'laugh': 1517, 'rep': 1518, 'large': 1519, 'shoe': 1520, 'nomination': 1521, 'propose': 1522, 'jay': 1523, 'zoo': 1524, 'senior': 1525, 'memory': 1526, 'tonight': 1527, 'product': 1528, 'ticket': 1529, 'vs': 1530, 'profile': 1531, 'outrage': 1532, 'ii': 1533, 'affect': 1534, 'map': 1535, 'olympics': 1536, 'missile': 1537, 'f': 1538, 'vice': 1539, 'gym': 1540, 'secrets': 1541, 'kate': 1542, 'healthcare': 1543, 'disease': 1544, 'piss': 1545, 'feed': 1546, 'weigh': 1547, 'total': 1548, 'direct': 1549, 'faith': 1550, 'funeral': 1551, 'influence': 1552, 'nude': 1553, 'baseball': 1554, 'relate': 1555, 'p': 1556, 'split': 1557, 'melania': 1558, 'tank': 1559, 'l': 1560, 'knock': 1561, 'threats': 1562, 'radio': 1563, 'generation': 1564, 'sale': 1565, 'spirit': 1566, 'hill': 1567, 'lee': 1568, 'democracy': 1569, 'exhaust': 1570, 'de': 1571, 'request': 1572, 'georgia': 1573, 'wage': 1574, 'journalist': 1575, 'jackson': 1576, 'nba': 1577, 'higher': 1578, 'shutdown': 1579, 'kushner': 1580, 'strategy': 1581, 'throughout': 1582, 'lifetime': 1583, 'current': 1584, 'economic': 1585, 'journalists': 1586, 'com': 1587, 'pressure': 1588, 'wing': 1589, 'along': 1590, 'busy': 1591, 'boost': 1592, 'porn': 1593, 'wine': 1594, 'refer': 1595, 'content': 1596, 'inequality': 1597, 'intelligence': 1598, 'profit': 1599, 'traffic': 1600, 'famous': 1601, 'victory': 1602, 'scout': 1603, 'convince': 1604, 'shower': 1605, 'sessions': 1606, 'sorry': 1607, 'cohen': 1608, 'misconduct': 1609, 'promote': 1610, 'smoke': 1611, 'journey': 1612, 'cuba': 1613, 'accident': 1614, 'transform': 1615, 'players': 1616, 'bond': 1617, 'corporate': 1618, 'patient': 1619, 'swear': 1620, 'slay': 1621, 'palestinian': 1622, 'document': 1623, 'footage': 1624, 'feet': 1625, 'reunite': 1626, 'defeat': 1627, 'kiss': 1628, 'tuesday': 1629, 'expand': 1630, 'grant': 1631, 'shark': 1632, 'taste': 1633, 'fine': 1634, 'attorney': 1635, 'reminder': 1636, 'row': 1637, 'exchange': 1638, 'laws': 1639, 'position': 1640, 'jack': 1641, 'largest': 1642, 'classic': 1643, 'repeat': 1644, 'kimmel': 1645, 'bunch': 1646, 'equality': 1647, 'strong': 1648, 'newspaper': 1649, 'hint': 1650, 'section': 1651, 'cabinet': 1652, 'barack': 1653, 'unsure': 1654, 'angry': 1655, 'heaven': 1656, 'songs': 1657, 'giuliani': 1658, 'stewart': 1659, 'tale': 1660, 'confuse': 1661, 'bizarre': 1662, 'grill': 1663, 'jury': 1664, 'field': 1665, 'raid': 1666, 'smart': 1667, 'mr': 1668, 'awkward': 1669, 'vision': 1670, 'creator': 1671, 'flu': 1672, 'creepy': 1673, 'minister': 1674, 'celebrities': 1675, 'display': 1676, 'serial': 1677, 'chain': 1678, 'technology': 1679, 'crimes': 1680, 'items': 1681, 'kansas': 1682, 'exercise': 1683, 'inauguration': 1684, 'studio': 1685, 'tribute': 1686, 'fuel': 1687, 'breast': 1688, 'richard': 1689, 'warm': 1690, 'mess': 1691, 'zone': 1692, 'flip': 1693, 'legislation': 1694, 'kitchen': 1695, 'acquire': 1696, 'leadership': 1697, 'expose': 1698, 'boat': 1699, 'round': 1700, 'spark': 1701, 'comfort': 1702, 'pose': 1703, 'haunt': 1704, 'wind': 1705, 'latino': 1706, 'conservative': 1707, 'coast': 1708, 'appeal': 1709, 'huffpollster': 1710, 'cheney': 1711, 'digital': 1712, 'lawyers': 1713, 'corden': 1714, 'easter': 1715, 'opinion': 1716, 'normal': 1717, 'jon': 1718, 'okay': 1719, 'beyond': 1720, 'ditch': 1721, 'animal': 1722, 'controversy': 1723, 'legend': 1724, 'sun': 1725, 'increasingly': 1726, 'christ': 1727, 'spread': 1728, 'later': 1729, 'title': 1730, 'wash': 1731, 'prime': 1732, 'mail': 1733, 'unaware': 1734, 'magic': 1735, 'recent': 1736, 'able': 1737, 'hawaii': 1738, 'criminal': 1739, 'seriously': 1740, 'own': 1741, 'nbc': 1742, 'coach': 1743, 'roommate': 1744, 'fraud': 1745, 'statue': 1746, 'fantasy': 1747, 'legacy': 1748, 'anxiety': 1749, 'adult': 1750, 'countries': 1751, 'potential': 1752, 'conservatives': 1753, 'headquarter': 1754, 'korean': 1755, 'hug': 1756, 'exclusive': 1757, 'hiv': 1758, 'solar': 1759, 'sight': 1760, 'viewers': 1761, 'boston': 1762, 'weinstein': 1763, 'dump': 1764, 'miles': 1765, 'owners': 1766, 'musical': 1767, 'population': 1768, 'princess': 1769, 'mysterious': 1770, 'meditation': 1771, 'ultimate': 1772, 'cute': 1773, 'edge': 1774, 'whale': 1775, 'quote': 1776, 'quiet': 1777, 'masturbate': 1778, 'plastic': 1779, 'mourn': 1780, 'hole': 1781, 'newly': 1782, 'either': 1783, 'funny': 1784, 'amy': 1785, 'skills': 1786, 'horrible': 1787, 'spoof': 1788, 'tony': 1789, 'dish': 1790, 'ocean': 1791, 'brothers': 1792, 'earn': 1793, 'quickly': 1794, 'invite': 1795, 'hunt': 1796, 'proof': 1797, 'broadway': 1798, 'v': 1799, 'object': 1800, 'wolf': 1801, 'adam': 1802, 'hampshire': 1803, 'actual': 1804, 'extend': 1805, 'sink': 1806, 'presidency': 1807, 'edition': 1808, 'sweat': 1809, 'creative': 1810, 'joy': 1811, 'terrorism': 1812, 'illegal': 1813, 'parade': 1814, 'bottle': 1815, 'sexist': 1816, 'colorado': 1817, 'carson': 1818, 'alert': 1819, 'charity': 1820, 'racial': 1821, 'alarm': 1822, 'netanyahu': 1823, 'activist': 1824, 'grave': 1825, 'islamic': 1826, 'urban': 1827, 'idiot': 1828, 'yoga': 1829, 'positive': 1830, 'kevin': 1831, 'vegas': 1832, 'impression': 1833, 'gear': 1834, 'toxic': 1835, 'inmates': 1836, 'graham': 1837, 'illinois': 1838, 'spy': 1839, 'michigan': 1840, 'count': 1841, 'facts': 1842, 'corner': 1843, 'spicer': 1844, 'orlando': 1845, 'heat': 1846, 'tape': 1847, 'previously': 1848, 'horror': 1849, 'alien': 1850, 'h': 1851, 'loud': 1852, 'sexually': 1853, 'gps': 1854, 'breathe': 1855, 'ones': 1856, 'sister': 1857, 'founder': 1858, 'cell': 1859, 'foundation': 1860, 'damn': 1861, 'surge': 1862, 'information': 1863, 'exit': 1864, 'africa': 1865, 'artists': 1866, 'dr': 1867, 'fact': 1868, 'happiness': 1869, 'highlight': 1870, 'premiere': 1871, 'mask': 1872, 'chrissy': 1873, 'lawmakers': 1874, 'favor': 1875, 'weak': 1876, 'pile': 1877, 'milk': 1878, 'wrap': 1879, 'describe': 1880, 'clock': 1881, 'stream': 1882, 'council': 1883, 'repeatedly': 1884, 'beyonc': 1885, 'argument': 1886, 'nick': 1887, 'tool': 1888, 'epidemic': 1889, 'pain': 1890, 'arizona': 1891, 'endanger': 1892, 'apart': 1893, 'charlottesville': 1894, 'pitch': 1895, 'troop': 1896, 'cruise': 1897, 'several': 1898, 'plot': 1899, 'devos': 1900, 'soul': 1901, 'dirty': 1902, 'statement': 1903, 'apology': 1904, 'recognize': 1905, 'contact': 1906, 'pot': 1907, 'rent': 1908, 'advocate': 1909, 'impress': 1910, 'net': 1911, 'impact': 1912, 'saw': 1913, 'closer': 1914, 'progressive': 1915, 'z': 1916, 'jewish': 1917, 'thrill': 1918, 'businesses': 1919, 'van': 1920, 'designer': 1921, 'english': 1922, 'literally': 1923, 'zero': 1924, 'criticism': 1925, 'mystery': 1926, 'amount': 1927, 'factory': 1928, 'intend': 1929, 'silver': 1930, 'conspiracy': 1931, 'truly': 1932, 'taco': 1933, 'circle': 1934, 'marvel': 1935, 'fully': 1936, 'contract': 1937, 'tackle': 1938, 'poster': 1939, 'scalia': 1940, 'behavior': 1941, 'sum': 1942, 'highway': 1943, 'pen': 1944, 'tower': 1945, 'kylie': 1946, 'ray': 1947, 'teigen': 1948, 'fry': 1949, 'staffers': 1950, 'nervous': 1951, 'anchor': 1952, 'officially': 1953, 'detroit': 1954, 'indian': 1955, 'divide': 1956, 'successful': 1957, 'bridge': 1958, 'anthem': 1959, 'loan': 1960, 'burst': 1961, 'mirror': 1962, 'clip': 1963, 'available': 1964, 'experiment': 1965, 'dakota': 1966, 'tea': 1967, 'tall': 1968, 'roger': 1969, 'steven': 1970, 'marine': 1971, 'switch': 1972, 'complain': 1973, 'opportunity': 1974, 'code': 1975, 'anderson': 1976, 'cooper': 1977, 'empower': 1978, 'mission': 1979, 'fame': 1980, 'lucky': 1981, 'punch': 1982, 'gross': 1983, 'measure': 1984, 'rachel': 1985, 'therapy': 1986, 'makeup': 1987, 'weed': 1988, 'suck': 1989, 'friendly': 1990, 'recover': 1991, 'equal': 1992, 'master': 1993, 'pretend': 1994, 'incident': 1995, 'argue': 1996, 'addiction': 1997, 'harder': 1998, 'thomas': 1999, 'q': 2000, 'web': 2001, 'winner': 2002, 'natural': 2003, 'frantically': 2004, 'humanity': 2005, 'original': 2006, 'upset': 2007, 'plead': 2008, 'moments': 2009, 'bottom': 2010, 'tattoo': 2011, 'portrait': 2012, 'hammer': 2013, 'novel': 2014, 'flavor': 2015, 'elections': 2016, 'stamp': 2017, 'summit': 2018, 'twin': 2019, 'wheel': 2020, 'lade': 2021, 'interior': 2022, 'speaker': 2023, 'davis': 2024, 'upon': 2025, 'toilet': 2026, 'blind': 2027, 'penis': 2028, 'rex': 2029, 'ed': 2030, 'delicious': 2031, 'slow': 2032, 'editor': 2033, 'pair': 2034, 'tough': 2035, 'afghan': 2036, 'publish': 2037, 'fee': 2038, 'manage': 2039, 'lake': 2040, 'comedian': 2041, 'europe': 2042, 'dads': 2043, 'miller': 2044, 'heroin': 2045, 'younger': 2046, 'disorder': 2047, 'saturday': 2048, 'mitt': 2049, 'british': 2050, 'wisconsin': 2051, 'closet': 2052, 'alive': 2053, 'seth': 2054, 'produce': 2055, 'youtube': 2056, 'transition': 2057, 'afford': 2058, 'text': 2059, 'spray': 2060, 'rudy': 2061, 'mentally': 2062, 'rank': 2063, 'mid': 2064, 'wildlife': 2065, 'bible': 2066, 'inner': 2067, 'actress': 2068, 'bull': 2069, 'confidence': 2070, 'barely': 2071, 'streets': 2072, 'britney': 2073, 'ancient': 2074, 'decline': 2075, 'lena': 2076, 'walker': 2077, 'poverty': 2078, 'professor': 2079, 'separate': 2080, 'valley': 2081, 'puppy': 2082, 'constitution': 2083, 'responsible': 2084, 'due': 2085, 'relief': 2086, 'pentagon': 2087, 'restore': 2088, 'policies': 2089, 'bust': 2090, 'melt': 2091, 'larry': 2092, 'con': 2093, 'carter': 2094, 'humiliate': 2095, 'jerry': 2096, 'directly': 2097, 'daniels': 2098, 'cite': 2099, 'amendment': 2100, 'capable': 2101, 'neil': 2102, 'globes': 2103, 'passenger': 2104, 'japanese': 2105, 'perspective': 2106, 'hunger': 2107, 'la': 2108, 'anyway': 2109, 'ukraine': 2110, 'brazil': 2111, 'adopt': 2112, 'william': 2113, 'patients': 2114, 'pennsylvania': 2115, 'quality': 2116, 'will': 2117, 'routine': 2118, 'neck': 2119, 'entertainment': 2120, 'inch': 2121, 'smell': 2122, 'gaza': 2123, 'lord': 2124, 'cosby': 2125, 'duty': 2126, 'path': 2127, 'guess': 2128, 'loser': 2129, 'sweep': 2130, 'oh': 2131, 'shout': 2132, 'ellen': 2133, 'skip': 2134, 'outbreak': 2135, 'ambassador': 2136, 'express': 2137, 'pour': 2138, 'rather': 2139, 'assume': 2140, 'newborn': 2141, 'rob': 2142, 'politicians': 2143, 'iraqi': 2144, 'shadow': 2145, 'shelter': 2146, 'teenage': 2147, 'bat': 2148, 'wilson': 2149, 'engagement': 2150, 'tiger': 2151, 'priest': 2152, 'dare': 2153, 'miracle': 2154, 'couch': 2155, 'maybe': 2156, 'maher': 2157, 'betsy': 2158, 'painful': 2159, 'pruitt': 2160, 'kaine': 2161, 'comic': 2162, 'nominate': 2163, 'tout': 2164, 'fallon': 2165, 'exhibit': 2166, 'consume': 2167, 'winners': 2168, 'garden': 2169, 'jessica': 2170, 'production': 2171, 'starbucks': 2172, 'surgery': 2173, 'heal': 2174, 'german': 2175, 'league': 2176, 'drama': 2177, 'migrants': 2178, 'monster': 2179, 'awareness': 2180, 'thoughts': 2181, 'confederate': 2182, 'bruce': 2183, 'estate': 2184, 'daughters': 2185, 'meghan': 2186, 'transportation': 2187, 'hook': 2188, 'collection': 2189, 'knife': 2190, 'copy': 2191, 'reflect': 2192, 'cheap': 2193, 'connect': 2194, 'genius': 2195, 'ballot': 2196, 'candy': 2197, 'flash': 2198, 'slide': 2199, 'toss': 2200, 'epic': 2201, 'mount': 2202, 'flame': 2203, 'ghost': 2204, 'religion': 2205, 'oppose': 2206, 'gaga': 2207, 'environment': 2208, 'false': 2209, 'coverage': 2210, 'conscious': 2211, 'rant': 2212, 'rain': 2213, 'communities': 2214, 'trace': 2215, 'lone': 2216, 'australia': 2217, 'fruit': 2218, 'manafort': 2219, 'execute': 2220, 'jordan': 2221, 'glad': 2222, 'qaeda': 2223, 'detain': 2224, 'dollar': 2225, 'slightly': 2226, 'jet': 2227, 'capital': 2228, 'meals': 2229, 'income': 2230, 'trail': 2231, 'deaths': 2232, 'wednesday': 2233, 'thursday': 2234, 'aunt': 2235, 'butt': 2236, 'status': 2237, 'lawn': 2238, 'jersey': 2239, 'iconic': 2240, 'everywhere': 2241, 'tillerson': 2242, 'basketball': 2243, 'strangers': 2244, 'electric': 2245, 'volunteer': 2246, 'pac': 2247, 'ceiling': 2248, 'prefer': 2249, 'personality': 2250, 'potter': 2251, 'chill': 2252, 'childhood': 2253, 'supply': 2254, 'parody': 2255, 'strap': 2256, 'hackers': 2257, 'ill': 2258, 'aide': 2259, 'goddamn': 2260, 'las': 2261, 'bold': 2262, 'grammys': 2263, 'los': 2264, 'ethics': 2265, 'academy': 2266, 'december': 2267, 'japan': 2268, 'affair': 2269, 'strength': 2270, 'toll': 2271, 'agents': 2272, 'dunham': 2273, 'alex': 2274, 'brace': 2275, 'stance': 2276, 'bone': 2277, 'gorsuch': 2278, 'gorgeous': 2279, 'bike': 2280, 'comfortable': 2281, 'jason': 2282, 'actors': 2283, 'glimpse': 2284, 'difficult': 2285, 'contest': 2286, 'oregon': 2287, 'nobel': 2288, 'terrorist': 2289, 'prayers': 2290, 'plus': 2291, 'disable': 2292, 'shitty': 2293, 'gore': 2294, 'waitress': 2295, 'charles': 2296, 'prescription': 2297, 'survivor': 2298, 'dumb': 2299, 'patrick': 2300, 'package': 2301, 'knowledge': 2302, 'golf': 2303, 'latinos': 2304, 'beloved': 2305, 'medicine': 2306, 'whose': 2307, 'vomit': 2308, 'usa': 2309, 'print': 2310, 'bath': 2311, 'angel': 2312, 'scramble': 2313, 'overweight': 2314, 'minnesota': 2315, 'uk': 2316, 'plunge': 2317, 'gov': 2318, 'bride': 2319, 'capitol': 2320, 'feminist': 2321, 'heartbreaking': 2322, 'twist': 2323, 'approach': 2324, 'friendship': 2325, 'pathetic': 2326, 'excuse': 2327, 'register': 2328, 'gunman': 2329, 'dallas': 2330, 'loose': 2331, 'eve': 2332, 'proposal': 2333, 'drill': 2334, 'importance': 2335, 'grand': 2336, 'eu': 2337, 'reaction': 2338, 'identity': 2339, 'revolution': 2340, 'advance': 2341, 'central': 2342, 'lesbian': 2343, 'scar': 2344, 'meyers': 2345, 'background': 2346, 'alzheimer': 2347, 'rumor': 2348, 'smash': 2349, 'bikini': 2350, 'essay': 2351, 'uncover': 2352, 'thankful': 2353, 'chemical': 2354, 'andrew': 2355, 'entirely': 2356, 'district': 2357, 'millennials': 2358, 'fcc': 2359, 'panel': 2360, 'beg': 2361, 'pray': 2362, 'workout': 2363, 'grope': 2364, 'highly': 2365, 'sexy': 2366, 'italy': 2367, 'grandfather': 2368, 'colin': 2369, 'version': 2370, 'dangers': 2371, 'outfit': 2372, 'float': 2373, 'insane': 2374, 'disappear': 2375, 'australian': 2376, 'spear': 2377, 'palin': 2378, 'kit': 2379, 'ability': 2380, 'resistance': 2381, 'goodbye': 2382, 'sniper': 2383, 'colleges': 2384, 'grateful': 2385, 'taliban': 2386, 'rand': 2387, 'bolton': 2388, 'deeply': 2389, 'balance': 2390, 'organize': 2391, 'extremely': 2392, 'clarify': 2393, 'finale': 2394, 'button': 2395, 'cyber': 2396, 'surround': 2397, 'delete': 2398, 'difference': 2399, 'philadelphia': 2400, 'workplace': 2401, 'relationships': 2402, 'nato': 2403, 'freshman': 2404, 'secretly': 2405, 'progress': 2406, 'load': 2407, 'lawmaker': 2408, 'dominate': 2409, 'collect': 2410, 'erupt': 2411, 'situation': 2412, 'beef': 2413, 'spider': 2414, 'greece': 2415, 'grace': 2416, 'cashier': 2417, 'curb': 2418, 'fresh': 2419, 'approval': 2420, 'seattle': 2421, 'sen': 2422, 'oliver': 2423, 'microsoft': 2424, 'seaworld': 2425, 'snack': 2426, 'minimum': 2427, 'headline': 2428, 'oklahoma': 2429, 'italian': 2430, 'podcast': 2431, 'unless': 2432, 'constantly': 2433, 'organization': 2434, 'arabia': 2435, 'unexpected': 2436, 'adviser': 2437, 'samantha': 2438, 'shame': 2439, 'bachelor': 2440, 'engage': 2441, 'execution': 2442, 'ads': 2443, 'regular': 2444, 'captain': 2445, 'intern': 2446, 'effective': 2447, 'shell': 2448, 'drake': 2449, 'fitness': 2450, 'allen': 2451, 'corruption': 2452, 'obsess': 2453, 'navy': 2454, 'liberty': 2455, 'therapist': 2456, 'cap': 2457, 'reilly': 2458, 'baldwin': 2459, 'river': 2460, 'zika': 2461, 'miami': 2462, 'reunion': 2463, 'announcement': 2464, 'stab': 2465, 'afraid': 2466, 'soda': 2467, 'photographer': 2468, 'phase': 2469, 'miranda': 2470, 'orange': 2471, 'minority': 2472, 'longtime': 2473, 'platform': 2474, 'bedroom': 2475, 'remark': 2476, 'cyrus': 2477, 'draft': 2478, 'surveillance': 2479, 'hypocrisy': 2480, 'spin': 2481, 'previous': 2482, 'cuomo': 2483, 'dave': 2484, 'language': 2485, 'period': 2486, 'cow': 2487, 'bacon': 2488, 'commercials': 2489, 'pipeline': 2490, 'strange': 2491, 'teeth': 2492, 'february': 2493, 'options': 2494, 'pepper': 2495, 'impossible': 2496, 'angeles': 2497, 'react': 2498, 'expert': 2499, 'forgive': 2500, 'consumer': 2501, 'cannot': 2502, 'rough': 2503, 'cave': 2504, 'awful': 2505, 'baltimore': 2506, 'connection': 2507, 'yemen': 2508, 'independence': 2509, 'lottery': 2510, 'finance': 2511, 'settle': 2512, 'feud': 2513, 'anonymous': 2514, 'kennedy': 2515, 'doubt': 2516, 'holy': 2517, 'identify': 2518, 'engineer': 2519, 'gilmore': 2520, 'unemployed': 2521, 'markle': 2522, 'nancy': 2523, 'swim': 2524, 'glow': 2525, 'kfc': 2526, 'cure': 2527, 'heroes': 2528, 'sam': 2529, 'elon': 2530, 'musk': 2531, 'billy': 2532, 'satisfy': 2533, 'surface': 2534, 'indict': 2535, 'brooklyn': 2536, 'opioid': 2537, 'hometown': 2538, 'memoir': 2539, 'string': 2540, 'crawl': 2541, 'kentucky': 2542, 'pardon': 2543, 'testimony': 2544, 'nsfw': 2545, 'iranian': 2546, 'pilot': 2547, 'achieve': 2548, 'quite': 2549, 'dreamers': 2550, 'offend': 2551, 'stadium': 2552, 'pocket': 2553, 'attractive': 2554, 'shred': 2555, 'dvd': 2556, 'coat': 2557, 'april': 2558, 'loom': 2559, 'label': 2560, 'halt': 2561, 'calm': 2562, 'fence': 2563, 'inmate': 2564, 'chart': 2565, 'britain': 2566, 'discrimination': 2567, 'canada': 2568, 'curry': 2569, 'assistant': 2570, 'duck': 2571, 'lazy': 2572, 'howard': 2573, 'gingrich': 2574, 'drivers': 2575, 'gala': 2576, 'be': 2577, 'root': 2578, 'mood': 2579, 'independent': 2580, 'lamar': 2581, 'cage': 2582, 'sixth': 2583, 'nightmare': 2584, 'caitlyn': 2585, 'predict': 2586, 'veterans': 2587, 'surgeon': 2588, 'hamilton': 2589, 'plea': 2590, 'billionaire': 2591, 'apply': 2592, 'cleveland': 2593, 'furious': 2594, 'evacuate': 2595, 'mississippi': 2596, 'adele': 2597, 'recovery': 2598, 'parkland': 2599, 'nature': 2600, 'tomorrow': 2601, 'solution': 2602, 'expensive': 2603, 'regularly': 2604, 'assad': 2605, 'endorsement': 2606, 'overcome': 2607, 'rice': 2608, 'random': 2609, 'affordable': 2610, 'monitor': 2611, 'necessary': 2612, 'alan': 2613, 'crackdown': 2614, 'brag': 2615, 'slave': 2616, 'defiant': 2617, 'jake': 2618, 'alternative': 2619, 'donors': 2620, 'snake': 2621, 'wreck': 2622, 'aside': 2623, 'bash': 2624, 'shave': 2625, 'hbo': 2626, 'galaxy': 2627, 'census': 2628, 'consumers': 2629, 'negative': 2630, 'purpose': 2631, 'solo': 2632, 'affleck': 2633, 'muhammad': 2634, 'ali': 2635, 'poison': 2636, 'dread': 2637, 'beard': 2638, 'luther': 2639, 'rapper': 2640, 'range': 2641, 'basic': 2642, 'sterling': 2643, 'backyard': 2644, 'grammy': 2645, 'archaeologists': 2646, 'fundraise': 2647, 'lesson': 2648, 'square': 2649, 'massacre': 2650, 'arctic': 2651, 'dry': 2652, 'bigger': 2653, 'abc': 2654, 'agenda': 2655, 'uncle': 2656, 'ok': 2657, 'goals': 2658, 'gang': 2659, 'mostly': 2660, 'felt': 2661, 'illness': 2662, 'except': 2663, 'astronomers': 2664, 'journal': 2665, 'grandson': 2666, 'backlash': 2667, 'deputy': 2668, 'screw': 2669, 'wide': 2670, 'recently': 2671, 'eliminate': 2672, 'mary': 2673, 'november': 2674, 'delivery': 2675, 'tourist': 2676, 'fate': 2677, 'stormy': 2678, 'growth': 2679, 'wet': 2680, 'squad': 2681, 'scientist': 2682, 'nostalgic': 2683, 'roof': 2684, 'politician': 2685, 'commencement': 2686, 'bet': 2687, 'confront': 2688, 'airline': 2689, 'reporters': 2690, 'suspicious': 2691, 'yell': 2692, 'flee': 2693, 'hannity': 2694, 'triple': 2695, 'prosecutor': 2696, 'johnny': 2697, 'billions': 2698, 'shots': 2699, 'champion': 2700, 'demographic': 2701, 'carbon': 2702, 'climb': 2703, 'spice': 2704, 'clerk': 2705, 'robot': 2706, 'homeland': 2707, 'nypd': 2708, 'interrupt': 2709, 'chocolate': 2710, 'wow': 2711, 'brad': 2712, 'sham': 2713, 'tragedy': 2714, 'crave': 2715, 'earthquake': 2716, 'grieve': 2717, 'worldwide': 2718, 'bean': 2719, 'fool': 2720, 'easier': 2721, 'briefly': 2722, 'renew': 2723, 'combat': 2724, 'construction': 2725, 'producers': 2726, 'drown': 2727, 'witness': 2728, 'county': 2729, 'ann': 2730, 'legalize': 2731, 'virus': 2732, 'hearts': 2733, 'lane': 2734, 'cousin': 2735, 'graphic': 2736, 'hip': 2737, 'generations': 2738, 'executives': 2739, 'shade': 2740, 'bother': 2741, 'buck': 2742, 'products': 2743, 'addict': 2744, 'detective': 2745, 'lawrence': 2746, 'deem': 2747, 'traditional': 2748, 'somewhere': 2749, 'phrase': 2750, 'drain': 2751, 'nationwide': 2752, 'grab': 2753, 'sneak': 2754, 'bomber': 2755, 'destruction': 2756, 'bang': 2757, 'anne': 2758, 'roast': 2759, 'frank': 2760, 'kitten': 2761, 'francisco': 2762, 'drawer': 2763, 'whisper': 2764, 'kasich': 2765, 'sketch': 2766, 'snap': 2767, 'july': 2768, 'resort': 2769, 'daddy': 2770, 'disturb': 2771, 'supporter': 2772, 'ron': 2773, 'explosion': 2774, 'desperately': 2775, 'cbs': 2776, 'delight': 2777, 'starve': 2778, 'pin': 2779, 'attract': 2780, 'mate': 2781, 'complicate': 2782, 'donation': 2783, 'balloon': 2784, 'pace': 2785, 'gray': 2786, 'guitar': 2787, 'chew': 2788, 'gum': 2789, 'miley': 2790, 'bind': 2791, 'nap': 2792, 'grandpa': 2793, 'brilliant': 2794, 'mug': 2795, 'spielberg': 2796, 'atlanta': 2797, 'evolution': 2798, 'january': 2799, 'streep': 2800, 'startup': 2801, 'agency': 2802, 'compliment': 2803, 'warner': 2804, 'curse': 2805, 'relax': 2806, 'factor': 2807, 'audio': 2808, 'montana': 2809, 'feminism': 2810, 'foods': 2811, 'location': 2812, 'compete': 2813, 'salad': 2814, 'robin': 2815, 'suppose': 2816, 'pit': 2817, 'reagan': 2818, 'firm': 2819, 'timberlake': 2820, 'sauce': 2821, 'lindsey': 2822, 'chamber': 2823, 'obviously': 2824, 'goal': 2825, 'kendrick': 2826, 'castle': 2827, 'widow': 2828, 'laptop': 2829, 'resolution': 2830, 'garner': 2831, 'reference': 2832, 'liberal': 2833, 'mountain': 2834, 'lion': 2835, 'pete': 2836, 'writers': 2837, 'minor': 2838, 'settlement': 2839, 'grandparents': 2840, 'ail': 2841, 'insult': 2842, 'molest': 2843, 'chaos': 2844, 'brutal': 2845, 'carly': 2846, 'koch': 2847, 'invent': 2848, 'anthony': 2849, 'sear': 2850, 'nervously': 2851, 'craft': 2852, 'twice': 2853, 'sole': 2854, 'commission': 2855, 'injury': 2856, 'definitely': 2857, 'acceptance': 2858, 'selfie': 2859, 'spell': 2860, 'brian': 2861, 'remote': 2862, 'sons': 2863, 'mine': 2864, 'flynn': 2865, 'simpson': 2866, 'openly': 2867, 'existence': 2868, 'peer': 2869, 'innocent': 2870, 'silent': 2871, 'joan': 2872, 'honest': 2873, 'pelosi': 2874, 'pump': 2875, 'eagle': 2876, 'civilians': 2877, 'chef': 2878, 'pure': 2879, 'tesla': 2880, 'bieber': 2881, 'pitt': 2882, 'nazi': 2883, 'cambridge': 2884, 'wildfire': 2885, 'lebron': 2886, 'everybody': 2887, 'uncomfortable': 2888, 'houston': 2889, 'banana': 2890, 'define': 2891, 'turkish': 2892, 'prisoners': 2893, 'riot': 2894, 'option': 2895, 'smaller': 2896, 'dorm': 2897, 'chant': 2898, 'canadian': 2899, 'visible': 2900, 'breakup': 2901, 'flint': 2902, 'preserve': 2903, 'crown': 2904, 'devastate': 2905, 'heroic': 2906, 'sober': 2907, 'agreement': 2908, 'discovery': 2909, 'videos': 2910, 'shrimp': 2911, 'pig': 2912, 'laura': 2913, 'multi': 2914, 'underwear': 2915, 'migrant': 2916, 'scientific': 2917, 'harass': 2918, 'valuable': 2919, 'nominations': 2920, 'photograph': 2921, 'unarm': 2922, 'daniel': 2923, 'terrorists': 2924, 'sadly': 2925, 'ken': 2926, 'palestinians': 2927, 'registry': 2928, 'casually': 2929, 'seize': 2930, 'grief': 2931, 'newest': 2932, 'ten': 2933, 'ugly': 2934, 'professional': 2935, 'holocaust': 2936, 'indiana': 2937, 'kidnap': 2938, 'disabilities': 2939, 'lin': 2940, 'stretch': 2941, 'bias': 2942, 'complex': 2943, 'franken': 2944, 'casual': 2945, 'pat': 2946, 'wheelchair': 2947, 'pal': 2948, 'stomach': 2949, 'woods': 2950, 'myanmar': 2951, 'rohingya': 2952, 'mortgage': 2953, 'ladies': 2954, 'obese': 2955, 'asleep': 2956, 'awaken': 2957, 'deploy': 2958, 'library': 2959, 'meryl': 2960, 'math': 2961, 'hilariously': 2962, 'harm': 2963, 'vietnam': 2964, 'custody': 2965, 'wire': 2966, 'cigarette': 2967, 'doors': 2968, 'urine': 2969, 'lincoln': 2970, 'jerusalem': 2971, 'western': 2972, 'fi': 2973, 'rocket': 2974, 'opposition': 2975, 'attendees': 2976, 'physical': 2977, 'sudden': 2978, 'recap': 2979, 'sexism': 2980, 'script': 2981, 'leg': 2982, 'stall': 2983, 'grocery': 2984, 'empire': 2985, 'stir': 2986, 'greet': 2987, 'tourists': 2988, 'khloe': 2989, 'pacific': 2990, 'cable': 2991, 'bitch': 2992, 'explode': 2993, 'represent': 2994, 'conclude': 2995, 'usher': 2996, 'classmate': 2997, 'native': 2998, 'fiorina': 2999, 'pills': 3000, 'vaccine': 3001, 'survey': 3002, 'sheriff': 3003, 'bubble': 3004, 'stunt': 3005, 'blake': 3006, 'windows': 3007, 'up': 3008, 'exact': 3009, 'infant': 3010, 'alcohol': 3011, 'tearful': 3012, 'disclose': 3013, 'graduation': 3014, 'undocumented': 3015, 'populace': 3016, 'efforts': 3017, 'european': 3018, 'multiple': 3019, 'menu': 3020, 'educate': 3021, 'conduct': 3022, 'moral': 3023, 'garbage': 3024, 'farmers': 3025, 'tunnel': 3026, 'midnight': 3027, 'siblings': 3028, 'decade': 3029, 'bastard': 3030, 'rivers': 3031, 'distance': 3032, 'abrams': 3033, 'firefighter': 3034, 'events': 3035, 'germany': 3036, 'autism': 3037, 'stereotype': 3038, 'sanction': 3039, 'adventure': 3040, 'wound': 3041, 'smartphone': 3042, 'patrons': 3043, 'chip': 3044, 'viewer': 3045, 'responsibility': 3046, 'association': 3047, 'spanish': 3048, 'grey': 3049, 'testify': 3050, 'appoint': 3051, 'scary': 3052, 'sky': 3053, 'cigarettes': 3054, 'log': 3055, 'resolutions': 3056, 'bankrupt': 3057, 'mouse': 3058, 'nelson': 3059, 'evil': 3060, 'initiative': 3061, 'dive': 3062, 'maryland': 3063, 'satellite': 3064, 'memo': 3065, 'jazz': 3066, 'neutrality': 3067, 'reopen': 3068, 'botch': 3069, 'attendant': 3070, 'northern': 3071, 'sometimes': 3072, 'irma': 3073, 'consecutive': 3074, 'airplane': 3075, 'vp': 3076, 'cartoon': 3077, 'evolve': 3078, 'cub': 3079, 'bury': 3080, 'privacy': 3081, 'spotlight': 3082, 'seal': 3083, 'islam': 3084, 'boycott': 3085, 'reward': 3086, 'roller': 3087, 'overwhelm': 3088, 'corn': 3089, 'choke': 3090, 'correct': 3091, 'louisiana': 3092, 'nsa': 3093, 'motion': 3094, 'plate': 3095, 'venezuela': 3096, 'justify': 3097, 'resume': 3098, 'emma': 3099, 'reid': 3100, 'towards': 3101, 'makeover': 3102, 'creep': 3103, 'billboard': 3104, 'village': 3105, 'bleed': 3106, 'pursue': 3107, 'maintain': 3108, 'jill': 3109, 'dig': 3110, 'orleans': 3111, 'confident': 3112, 'tampon': 3113, 'spain': 3114, 'katy': 3115, 'classify': 3116, 'manuel': 3117, 'critical': 3118, 'abroad': 3119, 'daca': 3120, 'rapidly': 3121, 'carey': 3122, 'obesity': 3123, 'corporation': 3124, 'rihanna': 3125, 'mile': 3126, 'horrific': 3127, 'cheat': 3128, 'toe': 3129, 'citizen': 3130, 'colleagues': 3131, 'constant': 3132, 'nose': 3133, 'fatal': 3134, 'palm': 3135, 'nonsense': 3136, 'taunt': 3137, 'shoulder': 3138, 'incredibly': 3139, 'irish': 3140, 'hobby': 3141, 'charlotte': 3142, 'butter': 3143, 'caucus': 3144, 'arab': 3145, 'merkel': 3146, 'greek': 3147, 'kaepernick': 3148, 'remake': 3149, 'readers': 3150, 'treasury': 3151, 'dems': 3152, 'laser': 3153, 'throat': 3154, 'wendy': 3155, 'bacteria': 3156, 'recount': 3157, 'invade': 3158, 'midterms': 3159, 'kellyanne': 3160, 'panda': 3161, 'unclear': 3162, 'wildly': 3163, 'prep': 3164, 'ease': 3165, 'extreme': 3166, 'nuke': 3167, 'soap': 3168, 'alaska': 3169, 'towel': 3170, 'confirmation': 3171, 'lynch': 3172, 'resident': 3173, 'vulnerable': 3174, 'sacrifice': 3175, 'lonely': 3176, 'overturn': 3177, 'cdc': 3178, 'bread': 3179, 'turnout': 3180, 'revival': 3181, 'heavy': 3182, 'awkwardly': 3183, 'ultra': 3184, 'nations': 3185, 'spouse': 3186, 'dip': 3187, 'rover': 3188, 'monument': 3189, 'certificate': 3190, 'staffer': 3191, 'hopeful': 3192, 'rupaul': 3193, 'icon': 3194, 'advertise': 3195, 'rename': 3196, 'damon': 3197, 'fiction': 3198, 'weekly': 3199, 'op': 3200, 'june': 3201, 'revenge': 3202, 'uniform': 3203, 'eight': 3204, 'sunglasses': 3205, 'npr': 3206, 'specifically': 3207, 'oval': 3208, 'memories': 3209, 'charlie': 3210, 'hut': 3211, 'mini': 3212, 'clue': 3213, 'depot': 3214, 'jews': 3215, 'democrat': 3216, 'sigh': 3217, 'businessman': 3218, 'craig': 3219, 'encounter': 3220, 'josh': 3221, 'patron': 3222, 'soak': 3223, 'soup': 3224, 'awake': 3225, 'successfully': 3226, 'clooney': 3227, 'signal': 3228, 'accusations': 3229, 'neglect': 3230, 'lab': 3231, 'roberts': 3232, 'infrastructure': 3233, 'prank': 3234, 'fantasize': 3235, 'instructor': 3236, 'lover': 3237, 'deportation': 3238, 'bucket': 3239, 'craze': 3240, 'gina': 3241, 'curious': 3242, 'brady': 3243, 'tradition': 3244, 'dan': 3245, 'caf': 3246, 'aisle': 3247, 'brexit': 3248, 'beneath': 3249, 'wrestle': 3250, 'fisher': 3251, 'cd': 3252, 'invest': 3253, 'chick': 3254, 'cooler': 3255, 'seniors': 3256, 'russians': 3257, 'garage': 3258, 'secure': 3259, 'tragic': 3260, 'austin': 3261, 'swing': 3262, 'serena': 3263, 'license': 3264, 'selves': 3265, 'fellow': 3266, 'humor': 3267, 'chelsea': 3268, 'virgin': 3269, 'yo': 3270, 'quiz': 3271, 'sting': 3272, 'frame': 3273, 'entry': 3274, 'reboot': 3275, 'halfway': 3276, 'schedule': 3277, 'tennis': 3278, 'stumble': 3279, 'dame': 3280, 'replacement': 3281, 'pumpkin': 3282, 'prom': 3283, 'select': 3284, 'abusive': 3285, 'emmy': 3286, 'violate': 3287, 'seed': 3288, 'reverse': 3289, 'hail': 3290, 'impressive': 3291, 'rage': 3292, 'slur': 3293, 'helicopter': 3294, 'flower': 3295, 'kristen': 3296, 'obsession': 3297, 'operate': 3298, 'greater': 3299, 'el': 3300, 'conversations': 3301, 'doj': 3302, 'restrictions': 3303, 'slip': 3304, 'boo': 3305, 'pervert': 3306, 'wipe': 3307, 'curtain': 3308, 'christopher': 3309, 'charleston': 3310, 'bachelorette': 3311, 'vet': 3312, 'turtle': 3313, 'merger': 3314, 'mill': 3315, 'carefully': 3316, 'scam': 3317, 'ridiculous': 3318, 'thompson': 3319, 'salesman': 3320, 'jacket': 3321, 'expectations': 3322, 'missouri': 3323, 'beyonce': 3324, 'relations': 3325, 'absence': 3326, 'strongly': 3327, 'lame': 3328, 'reader': 3329, 'mainstream': 3330, 'lobster': 3331, 'active': 3332, 'bowie': 3333, 'breakthrough': 3334, 'standards': 3335, 'ash': 3336, 'historians': 3337, 'larger': 3338, 'agriculture': 3339, 'russell': 3340, 'iron': 3341, 'punish': 3342, 'thumb': 3343, 'gratitude': 3344, 'swimsuit': 3345, 'creators': 3346, 'easily': 3347, 'resist': 3348, 'mario': 3349, 'shirtless': 3350, 'vladimir': 3351, 'competition': 3352, 'quarter': 3353, 'breach': 3354, 'pie': 3355, 'environmental': 3356, 'anywhere': 3357, 'afternoon': 3358, 'pulitzer': 3359, 'foster': 3360, 'recruit': 3361, 'edit': 3362, 'goldman': 3363, 'promotion': 3364, 'hotels': 3365, 'conway': 3366, 'demonstrate': 3367, 'producer': 3368, 'murphy': 3369, 'cameron': 3370, 'opponent': 3371, 'jane': 3372, 'corpse': 3373, 'bare': 3374, 'escalate': 3375, 'genetic': 3376, 'leslie': 3377, 'comics': 3378, 'kris': 3379, 'patrol': 3380, 'athletes': 3381, 'publicist': 3382, 'scratch': 3383, 'citizenship': 3384, 'resignation': 3385, 'bright': 3386, 'brett': 3387, 'cruel': 3388, 'punishment': 3389, 'liberals': 3390, 'olds': 3391, 'everyday': 3392, 'wise': 3393, 'chipotle': 3394, 'barrel': 3395, 'shelve': 3396, 'fortune': 3397, 'decrease': 3398, 'feds': 3399, 'conceal': 3400, 'madness': 3401, 'device': 3402, 'danny': 3403, 'dole': 3404, 'wield': 3405, 'benghazi': 3406, 'jedi': 3407, 'pakistan': 3408, 'silicon': 3409, 'attraction': 3410, 'edwards': 3411, 'tease': 3412, 'bezos': 3413, 'poet': 3414, 'cookie': 3415, 'egypt': 3416, 'ensure': 3417, 'gene': 3418, 'preview': 3419, 'cycle': 3420, 'chili': 3421, 'unknown': 3422, 'cheaper': 3423, 'priebus': 3424, 'shrink': 3425, 'pink': 3426, 'joint': 3427, 'convict': 3428, 'folks': 3429, 'institute': 3430, 'hawk': 3431, 'supremacy': 3432, 'sheet': 3433, 'peak': 3434, 'rio': 3435, 'oldest': 3436, 'barr': 3437, 'espn': 3438, 'predator': 3439, 'springsteen': 3440, 'algorithm': 3441, 'soar': 3442, 'participate': 3443, 'apps': 3444, 'concept': 3445, 'pan': 3446, 'hashtag': 3447, 'discontinue': 3448, 'nonprofit': 3449, 'selena': 3450, 'leather': 3451, 'dude': 3452, 'scale': 3453, 'scan': 3454, 'opinions': 3455, 'southern': 3456, 'oath': 3457, 'coal': 3458, 'development': 3459, 'uphold': 3460, 'prisoner': 3461, 'systems': 3462, 'bow': 3463, 'sponsor': 3464, 'legendary': 3465, 'wisdom': 3466, 'genocide': 3467, 'faster': 3468, 'donuts': 3469, 'accusers': 3470, 'grip': 3471, 'filter': 3472, 'welfare': 3473, 'farewell': 3474, 'editorial': 3475, 'signature': 3476, 'iii': 3477, 'aniston': 3478, 'nate': 3479, 'none': 3480, 'nickname': 3481, 'subject': 3482, 'superhero': 3483, 'dispute': 3484, 'lisa': 3485, 'walmart': 3486, 'seven': 3487, 'narrowly': 3488, 'petition': 3489, 'visitors': 3490, 'murray': 3491, 'plug': 3492, 'cory': 3493, 'booker': 3494, 'trillion': 3495, 'directors': 3496, 'obamas': 3497, 'myth': 3498, 'hatch': 3499, 'permission': 3500, 'clown': 3501, 'woody': 3502, 'gary': 3503, 'brush': 3504, 'barbara': 3505, 'newt': 3506, 'philip': 3507, 'lifestyle': 3508, 'myths': 3509, 'decease': 3510, 'lyric': 3511, 'descend': 3512, 'medicaid': 3513, 'casino': 3514, 'nasty': 3515, 'broadcast': 3516, 'brook': 3517, 'mlb': 3518, 'highest': 3519, 'nut': 3520, 'slavery': 3521, 'implant': 3522, 'associate': 3523, 'statements': 3524, 'presidents': 3525, 'mac': 3526, 'weapon': 3527, 'din': 3528, 'resolve': 3529, 'acknowledge': 3530, 'downplay': 3531, 'behead': 3532, 'notre': 3533, 'binge': 3534, 'procedure': 3535, 'wealthy': 3536, 'libya': 3537, 'ross': 3538, 'delta': 3539, 'nevada': 3540, 'thin': 3541, 'attach': 3542, 'management': 3543, 'sequel': 3544, 'lago': 3545, 'cord': 3546, 'rural': 3547, 'utter': 3548, 'essential': 3549, 'naacp': 3550, 'hanks': 3551, 'classmates': 3552, 'endure': 3553, 'productive': 3554, 'cloud': 3555, 'unleash': 3556, 'bobby': 3557, 'egyptian': 3558, 'protester': 3559, 'millennial': 3560, 'occur': 3561, 'cannon': 3562, 'mariah': 3563, 'locate': 3564, 'shy': 3565, 'qatar': 3566, 'grotesque': 3567, 'recreate': 3568, 'crop': 3569, 'portraits': 3570, 'criminals': 3571, 'cardboard': 3572, 'enforcement': 3573, 'examine': 3574, 'chat': 3575, 'pill': 3576, 'sikh': 3577, 'chancellor': 3578, 'dope': 3579, 'morgan': 3580, 'homosexual': 3581, 'dolphin': 3582, 'astronaut': 3583, 'marathon': 3584, 'sanctuary': 3585, 'dhs': 3586, 'polar': 3587, 'region': 3588, 'hey': 3589, 'bartender': 3590, 'heritage': 3591, 'holder': 3592, 'equally': 3593, 'saudis': 3594, 'badass': 3595, 'nunes': 3596, 'critic': 3597, 'motorcycle': 3598, 'pastor': 3599, 'hemsworth': 3600, 'tensions': 3601, 'clash': 3602, 'alton': 3603, 'sachs': 3604, 'tennessee': 3605, 'rival': 3606, 'theresa': 3607, 'trigger': 3608, 'boom': 3609, 'loyalty': 3610, 'charter': 3611, 'loyal': 3612, 'fault': 3613, 'rub': 3614, 'skull': 3615, 'proudly': 3616, 'drum': 3617, 'unpopular': 3618, 'pfizer': 3619, 'jeopardy': 3620, 'solutions': 3621, 'karaoke': 3622, 'adults': 3623, 'measles': 3624, 'ground': 3625, 'mtv': 3626, 'supremacist': 3627, 'otherwise': 3628, 'sweater': 3629, 'sandy': 3630, 'ritual': 3631, 'roommates': 3632, 'mama': 3633, 'opponents': 3634, 'powerball': 3635, 'establishment': 3636, 'redefine': 3637, 'aaron': 3638, 'heartwarming': 3639, 'puzzle': 3640, 'podium': 3641, 'bump': 3642, 'fell': 3643, 'martial': 3644, 'presentation': 3645, 'arkansas': 3646, 'lewis': 3647, 'kenya': 3648, 'radical': 3649, 'sidewalk': 3650, 'pee': 3651, 'safely': 3652, 'neo': 3653, 'xbox': 3654, 'passage': 3655, 'homosexuality': 3656, 'gallery': 3657, 'filibuster': 3658, 'bug': 3659, 'victoria': 3660, 'bloody': 3661, 'operator': 3662, 'tension': 3663, 'tenant': 3664, 'toddlers': 3665, 'ton': 3666, 'item': 3667, 'melissa': 3668, 'consequences': 3669, 'repair': 3670, 'method': 3671, 'annually': 3672, 'task': 3673, 'denny': 3674, 'scare': 3675, 'garland': 3676, 'pipe': 3677, 'wildfires': 3678, 'proper': 3679, 'moderator': 3680, 'fema': 3681, 'mislead': 3682, 'vagina': 3683, 'excitedly': 3684, 'cent': 3685, 'parliament': 3686, 'owe': 3687, 'courage': 3688, 'container': 3689, 'eddie': 3690, 'veto': 3691, 'crap': 3692, 'individual': 3693, 'direction': 3694, 'batman': 3695, 'investment': 3696, 'doritos': 3697, 'nominees': 3698, 'rave': 3699, 'belt': 3700, 'scenes': 3701, 'flaw': 3702, 'shelf': 3703, 'massachusetts': 3704, 'activity': 3705, 'opt': 3706, 'obituary': 3707, 'defy': 3708, 'firefighters': 3709, 'rabbit': 3710, 'faa': 3711, 'advise': 3712, 'stack': 3713, 'elaborate': 3714, 'donut': 3715, 'mindfulness': 3716, 'mosque': 3717, 'rotate': 3718, 'crow': 3719, 'hugh': 3720, 'swallow': 3721, 'gently': 3722, 'andy': 3723, 'witch': 3724, 'pr': 3725, 'undergo': 3726, 'derail': 3727, 'prayer': 3728, 'crude': 3729, 'earlier': 3730, 'knee': 3731, 'sabotage': 3732, 'distant': 3733, 'souls': 3734, 'august': 3735, 'gentrification': 3736, 'dept': 3737, 'bernardino': 3738, 'emmys': 3739, 'desire': 3740, 'arpaio': 3741, 'visa': 3742, 'wooden': 3743, 'lean': 3744, 'cuban': 3745, 'hamas': 3746, 'aftermath': 3747, 'mat': 3748, 'corporations': 3749, 'injuries': 3750, 'unhinge': 3751, 'counter': 3752, 'steam': 3753, 'microwave': 3754, 'dustin': 3755, 'bloomberg': 3756, 'mic': 3757, 'burden': 3758, 'sisters': 3759, 'rae': 3760, 'prompt': 3761, 'unions': 3762, 'hairstyle': 3763, 'bo': 3764, 'alike': 3765, 'aziz': 3766, 'ansari': 3767, 'degree': 3768, 'pompeo': 3769, 'kingdom': 3770, 'reputation': 3771, 'id': 3772, 'hudson': 3773, 'sxsw': 3774, 'fireworks': 3775, 'whatsoever': 3776, 'torch': 3777, 'logo': 3778, 'redemption': 3779, 'reserve': 3780, 'behold': 3781, 'stake': 3782, 'morris': 3783, 'bullet': 3784, 'sustainable': 3785, 'fewer': 3786, 'quest': 3787, 'illusion': 3788, 'ceasefire': 3789, 'retreat': 3790, 'greenspan': 3791, 'boomers': 3792, 'va': 3793, 'decisions': 3794, 'harrow': 3795, 'dolphins': 3796, 'dj': 3797, 'anxious': 3798, 'distract': 3799, 'dean': 3800, 'globe': 3801, 'pollution': 3802, 'warehouse': 3803, 'rhino': 3804, 'huffington': 3805, 'tune': 3806, 'shield': 3807, 'privilege': 3808, 'rumsfeld': 3809, 'adjust': 3810, 'aleppo': 3811, 'possibly': 3812, 'maine': 3813, 'graffiti': 3814, 'selection': 3815, 'jerk': 3816, 'harris': 3817, 'often': 3818, 'prejudice': 3819, 'restaurants': 3820, 'sitcom': 3821, 'bounce': 3822, 'blog': 3823, 'republic': 3824, 'deficit': 3825, 'panther': 3826, 'rowling': 3827, 'solidarity': 3828, 'aclu': 3829, 'metoo': 3830, 'angela': 3831, 'maker': 3832, 'tournament': 3833, 'sony': 3834, 'talent': 3835, 'castro': 3836, 'accuser': 3837, 'knight': 3838, 'mit': 3839, 'yard': 3840, 'rocky': 3841, 'rhetoric': 3842, 'madonna': 3843, 'hood': 3844, 'flat': 3845, 'militants': 3846, 'steak': 3847, 'alter': 3848, 'definition': 3849, 'obvious': 3850, 'matthew': 3851, 'breath': 3852, 'ariana': 3853, 'material': 3854, 'forest': 3855, 'concrete': 3856, 'rainbow': 3857, 'barrier': 3858, 'standard': 3859, 'yorkers': 3860, 'tina': 3861, 'dicaprio': 3862, 'scholarship': 3863, 'conan': 3864, 'walgreens': 3865, 'usda': 3866, 'seventh': 3867, 'grande': 3868, 'teaser': 3869, 'alcoholic': 3870, 'charm': 3871, 'sugar': 3872, 'liar': 3873, 'patent': 3874, 'info': 3875, 'christians': 3876, 'closure': 3877, 'ear': 3878, 'beijing': 3879, 'upside': 3880, 'pep': 3881, 'molestation': 3882, 'jeans': 3883, 'innovative': 3884, 'nod': 3885, 'editors': 3886, 'pic': 3887, 'celebs': 3888, 'manufacture': 3889, 'withdraw': 3890, 'samsung': 3891, 'realistic': 3892, 'planner': 3893, 'philly': 3894, 'homicide': 3895, 'sake': 3896, 'devin': 3897, 'pearl': 3898, 'giants': 3899, 'massage': 3900, 'certain': 3901, 'aol': 3902, 'stray': 3903, 'verge': 3904, 'pyramid': 3905, 'waffle': 3906, 'additional': 3907, 'savage': 3908, 'spike': 3909, 'directions': 3910, 'stampede': 3911, 'pitbull': 3912, 'yellow': 3913, 'devil': 3914, 'bless': 3915, 'megyn': 3916, 'motherhood': 3917, 'hurry': 3918, 'instant': 3919, 'ski': 3920, 'bolt': 3921, 'drunken': 3922, 'advantage': 3923, 'diesel': 3924, 'extremists': 3925, 'christine': 3926, 'closest': 3927, 'unity': 3928, 'wayne': 3929, 'nixon': 3930, 'nephew': 3931, 'fastest': 3932, 'chop': 3933, 'jackpot': 3934, 'proclaim': 3935, 'barbecue': 3936, 'utah': 3937, 'dental': 3938, 'pistorius': 3939, 'fetus': 3940, 'borrow': 3941, 'graders': 3942, 'bradley': 3943, 'buzz': 3944, 'polish': 3945, 'streak': 3946, 'paula': 3947, 'happiest': 3948, 'curiosity': 3949, 'scotland': 3950, 'counsel': 3951, 'analyst': 3952, 'bay': 3953, 'glorious': 3954, 'lauer': 3955, 'slice': 3956, 'safer': 3957, 'sheer': 3958, 'visual': 3959, 'overnight': 3960, 'recipe': 3961, 'haircut': 3962, 'tick': 3963, 'dollars': 3964, 'paradise': 3965, 'undercover': 3966, 'mob': 3967, 'worthy': 3968, 'degrees': 3969, 'pole': 3970, 'lung': 3971, 'instruct': 3972, 'patch': 3973, 'reince': 3974, 'crate': 3975, 'verizon': 3976, 'ny': 3977, 'activism': 3978, 'gallup': 3979, 'hispanic': 3980, 'potato': 3981, 'click': 3982, 'impeachment': 3983, 'payment': 3984, 'journalism': 3985, 'deck': 3986, 'professors': 3987, 'slap': 3988, 'boil': 3989, 'flush': 3990, 'scent': 3991, 'wallet': 3992, 'consumption': 3993, 'forbid': 3994, 'hottest': 3995, 'stain': 3996, 'franklin': 3997, 'cvs': 3998, 'hong': 3999, 'kong': 4000, 'kourtney': 4001, 'eco': 4002, 'abortions': 4003, 'imitate': 4004, 'surprisingly': 4005, 'lopez': 4006, 'haley': 4007, 'ward': 4008, 'haze': 4009, 'stem': 4010, 'unearth': 4011, 'intact': 4012, 'toast': 4013, 'gordon': 4014, 'rehab': 4015, 'yelp': 4016, 'compromise': 4017, 'areas': 4018, 'analysis': 4019, 'pleasure': 4020, 'evangelical': 4021, 'lip': 4022, 'tumor': 4023, 'properly': 4024, 'traveler': 4025, 'analytica': 4026, 'mandatory': 4027, 'embassy': 4028, 'gomez': 4029, 'nikki': 4030, 'horn': 4031, 'santorum': 4032, 'pave': 4033, 'vegetarian': 4034, 'sample': 4035, 'justices': 4036, 'found': 4037, 'humble': 4038, 'nightclub': 4039, 'skeleton': 4040, 'thai': 4041, 'blanket': 4042, 'conservation': 4043, 'lethal': 4044, 'injection': 4045, 'pbs': 4046, 'hungry': 4047, 'scrap': 4048, 'erase': 4049, 'neither': 4050, 'amber': 4051, 'revive': 4052, 'gwyneth': 4053, 'paltrow': 4054, 'deer': 4055, 'islamophobia': 4056, 'chapter': 4057, 'inspiration': 4058, 'earliest': 4059, 'expire': 4060, 'hunter': 4061, 'carrie': 4062, 'protection': 4063, 'loudly': 4064, 'mentor': 4065, 'cutest': 4066, 'arianna': 4067, 'milo': 4068, 'pattern': 4069, 'bros': 4070, 'frog': 4071, 'mattress': 4072, 'clever': 4073, 'bryan': 4074, 'household': 4075, 'reese': 4076, 'gm': 4077, 'revise': 4078, 'surfer': 4079, 'ape': 4080, 'susan': 4081, 'bench': 4082, 'cease': 4083, 'swarm': 4084, 'everest': 4085, 'heartfelt': 4086, 'nine': 4087, 'session': 4088, 'berlin': 4089, 'surf': 4090, 'september': 4091, 'hostage': 4092, 'hicks': 4093, 'conversion': 4094, 'er': 4095, 'uninsured': 4096, 'asia': 4097, 'simply': 4098, 'assange': 4099, 'shin': 4100, 'diagnose': 4101, 'balcony': 4102, 'differences': 4103, 'swiss': 4104, 'chest': 4105, 'merge': 4106, 'expansion': 4107, 'celebration': 4108, 'function': 4109, 'headphones': 4110, 'yorker': 4111, 'thwart': 4112, 'detention': 4113, 'treasure': 4114, 'jefferson': 4115, 'narrative': 4116, 'bake': 4117, 'nest': 4118, 'locker': 4119, 'plain': 4120, 'runway': 4121, 'worship': 4122, 'precious': 4123, 'latin': 4124, 'sock': 4125, 'tearfully': 4126, 'transfer': 4127, 'exposure': 4128, 'rd': 4129, 'bureau': 4130, 'hotline': 4131, 'connecticut': 4132, 'nazis': 4133, 'psychic': 4134, 'cabin': 4135, 'poem': 4136, 'yacht': 4137, 'monopoly': 4138, 'tragically': 4139, 'entirety': 4140, 'locations': 4141, 'monologue': 4142, 'alliance': 4143, 'alec': 4144, 'upgrade': 4145, 'tide': 4146, 'katie': 4147, 'holmes': 4148, 'juice': 4149, 'dialogue': 4150, 'gays': 4151, 'rag': 4152, 'haters': 4153, 'penalty': 4154, 'lovers': 4155, 'mandela': 4156, 'maria': 4157, 'emotionally': 4158, 'await': 4159, 'mart': 4160, 'spiritual': 4161, 'wonderful': 4162, 'luke': 4163, 'ashley': 4164, 'coaster': 4165, 'choices': 4166, 'wealth': 4167, 'ketchup': 4168, 'jealous': 4169, 'elevator': 4170, 'satan': 4171, 'cookies': 4172, 'intimate': 4173, 'chairman': 4174, 'diagnosis': 4175, 'carol': 4176, 'reclaim': 4177, 'invitation': 4178, 'regulations': 4179, 'slope': 4180, 'salt': 4181, 'dawn': 4182, 'trumpcare': 4183, 'romantic': 4184, 'strain': 4185, 'gown': 4186, 'arby': 4187, 'cameras': 4188, 'zimmerman': 4189, 'dna': 4190, 'plummet': 4191, 'exec': 4192, 'mta': 4193, 'ordinary': 4194, 'violations': 4195, 'electoral': 4196, 'shed': 4197, 'leonardo': 4198, 'sci': 4199, 'moron': 4200, 'unique': 4201, 'sexuality': 4202, 'innovation': 4203, 'fatally': 4204, 'survival': 4205, 'undecided': 4206, 'ivory': 4207, 'nassar': 4208, 'tsarnaev': 4209, 'ncaa': 4210, 'strict': 4211, 'hatred': 4212, 'construct': 4213, 'endless': 4214, 'fargo': 4215, 'recipients': 4216, 'audition': 4217, 'danger': 4218, 'enchant': 4219, 'doodle': 4220, 'tone': 4221, 'password': 4222, 'bend': 4223, 'collar': 4224, 'wander': 4225, 'pussy': 4226, 'diego': 4227, 'argentina': 4228, 'disastrous': 4229, 'salute': 4230, 'qualify': 4231, 'glenn': 4232, 'esteem': 4233, 'rethink': 4234, 'playlist': 4235, 'purple': 4236, 'del': 4237, 'eclipse': 4238, 'buddy': 4239, 'assholes': 4240, 'forgiveness': 4241, 'zip': 4242, 'weddings': 4243, 'keystone': 4244, 'unsettle': 4245, 'lifelong': 4246, 'skyrocket': 4247, 'monthly': 4248, 'expense': 4249, 'randomly': 4250, 'pm': 4251, 'solemnly': 4252, 'vehicle': 4253, 'clark': 4254, 'arrival': 4255, 'griffin': 4256, 'diamond': 4257, 'allocate': 4258, 'doug': 4259, 'burgers': 4260, 'musicians': 4261, 'storage': 4262, 'thrive': 4263, 'elephant': 4264, 'shatter': 4265, 'feinstein': 4266, 'sub': 4267, 'patiently': 4268, 'aquarium': 4269, 'stroke': 4270, 'comeback': 4271, 'unlikely': 4272, 'syndrome': 4273, 'ai': 4274, 'aggressive': 4275, 'scottish': 4276, 'tyson': 4277, 'villain': 4278, 'dramatic': 4279, 'origin': 4280, 'vin': 4281, 'jenna': 4282, 'tyler': 4283, 'engulf': 4284, 'grassley': 4285, 'blasey': 4286, 'arguments': 4287, 'cole': 4288, 'bullshit': 4289, 'employers': 4290, 'conviction': 4291, 'chess': 4292, 'outline': 4293, 'terrorize': 4294, 'unusual': 4295, 'enrage': 4296, 'possibility': 4297, 'miserable': 4298, 'moderate': 4299, 'mayo': 4300, 'backup': 4301, 'escort': 4302, 'singapore': 4303, 'styrofoam': 4304, 'rescind': 4305, 'healthier': 4306, 'bitter': 4307, 'gonna': 4308, 'concede': 4309, 'dust': 4310, 'hart': 4311, 'aware': 4312, 'goods': 4313, 'cackle': 4314, 'buffett': 4315, 'helmet': 4316, 'shortage': 4317, 'principal': 4318, 'navigate': 4319, 'error': 4320, 'iceberg': 4321, 'nhl': 4322, 'sand': 4323, 'heavily': 4324, 'dangerously': 4325, 'versus': 4326, 'communications': 4327, 'robots': 4328, 'lick': 4329, 'strongest': 4330, 'khashoggi': 4331, 'suspension': 4332, 'horrors': 4333, 'midterm': 4334, 'harper': 4335, 'mccarthy': 4336, 'lure': 4337, 'peyton': 4338, 'badly': 4339, 'janitor': 4340, 'dismiss': 4341, 'denver': 4342, 'gut': 4343, 'bum': 4344, 'paramount': 4345, 'irs': 4346, 'truths': 4347, 'rupture': 4348, 'virtual': 4349, 'cannes': 4350, 'severe': 4351, 'blitzer': 4352, 'craigslist': 4353, 'refresh': 4354, 'fighter': 4355, 'blaze': 4356, 'contempt': 4357, 'gamble': 4358, 'crucial': 4359, 'tomato': 4360, 'elite': 4361, 'wwii': 4362, 'doll': 4363, 'shove': 4364, 'harsh': 4365, 'disick': 4366, 'todd': 4367, 'ya': 4368, 'captivate': 4369, 'hitler': 4370, 'badge': 4371, 'thriller': 4372, 'simon': 4373, 'superman': 4374, 'baffle': 4375, 'rebuild': 4376, 'tongue': 4377, 'vanish': 4378, 'reel': 4379, 'accountable': 4380, 'trophy': 4381, 'paralyze': 4382, 'smooth': 4383, 'fold': 4384, 'monsanto': 4385, 'betray': 4386, 'frat': 4387, 'reassure': 4388, 'recession': 4389, 'application': 4390, 'whenever': 4391, 'groom': 4392, 'decay': 4393, 'premier': 4394, 'piano': 4395, 'furlough': 4396, 'spicy': 4397, 'counselor': 4398, 'fest': 4399, 'yellowstone': 4400, 'darren': 4401, 'weaken': 4402, 'protections': 4403, 'insider': 4404, 'retain': 4405, 'teenagers': 4406, 'reef': 4407, 'trek': 4408, 'presence': 4409, 'weary': 4410, 'designers': 4411, 'hike': 4412, 'essentials': 4413, 'harbor': 4414, 'orca': 4415, 'ethical': 4416, 'entertain': 4417, 'physically': 4418, 'integrate': 4419, 'ranger': 4420, 'explanation': 4421, 'mediterranean': 4422, 'scold': 4423, 'ears': 4424, 'creek': 4425, 'auto': 4426, 'install': 4427, 'junk': 4428, 'macy': 4429, 'achievement': 4430, 'exxonmobil': 4431, 'paperwork': 4432, 'refuge': 4433, 'bookstore': 4434, 'parallel': 4435, 'stripper': 4436, 'liquor': 4437, 'extinct': 4438, 'sack': 4439, 'liars': 4440, 'telescope': 4441, 'venus': 4442, 'sympathy': 4443, 'entrepreneur': 4444, 'formal': 4445, 'foil': 4446, 'commemorate': 4447, 'schoolers': 4448, 'convert': 4449, 'pause': 4450, 'tooth': 4451, 'resources': 4452, 'bonus': 4453, 'blasio': 4454, 'diana': 4455, 'alt': 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'ap': 5578, 'barbra': 5579, 'streisand': 5580, 'dubai': 5581, 'anxiously': 5582, 'homophobia': 5583, 'sadder': 5584, 'creativity': 5585, 'nathan': 5586, 'out': 5587, 'connections': 5588, 'juicy': 5589, 'volkswagen': 5590, 'tweeters': 5591, 'burglar': 5592, 'hacker': 5593, 'chickens': 5594, 'sailor': 5595, 'motel': 5596, 'wolves': 5597, 'entrepreneurship': 5598, 'mara': 5599, 'bbc': 5600, 'diary': 5601, 'sheryl': 5602, 'odds': 5603, 'translate': 5604, 'losers': 5605, 'inevitable': 5606, 'handful': 5607, 'douglas': 5608, 'kirk': 5609, 'mindful': 5610, 'whitey': 5611, 'bulger': 5612, 'verdict': 5613, 'novelist': 5614, 'minorities': 5615, 'shrug': 5616, 'removal': 5617, 'affairs': 5618, 'youths': 5619, 'televise': 5620, 'buffet': 5621, 'scandals': 5622, 'smoothie': 5623, 'squander': 5624, 'texts': 5625, 'pity': 5626, 'seymour': 5627, 'junior': 5628, 'cousins': 5629, 'prevention': 5630, 'humane': 5631, 'ballistic': 5632, 'offshore': 5633, 'campbell': 5634, 'ashamed': 5635, 'legislators': 5636, 'altar': 5637, 'server': 5638, 'emotions': 5639, 'subconscious': 5640, 'demolish': 5641, 'archbishop': 5642, 'jupiter': 5643, 'wad': 5644, 'division': 5645, 'intellectual': 5646, 'dilemma': 5647, 'temple': 5648, 'metallica': 5649, 'hubris': 5650, 'scathing': 5651, 'walkout': 5652, 'lochte': 5653, 'universal': 5654, 'stevens': 5655, 'vaccines': 5656, 'consult': 5657, 'condoms': 5658, 'carve': 5659, 'thieve': 5660, 'syrup': 5661, 'rewrite': 5662, 'nepal': 5663, 'informant': 5664, 'zinke': 5665, 'osama': 5666, 'route': 5667, 'subscription': 5668, 'illustrate': 5669, 'guidance': 5670, 'leaf': 5671, 'debacle': 5672, 'lineup': 5673, 'schwarzenegger': 5674, 'sweatshirt': 5675, 'comprehensive': 5676, 'schultz': 5677, 'lahren': 5678, 'experimental': 5679, 'employ': 5680, 'entitle': 5681, 'lately': 5682, 'abs': 5683, 'desktop': 5684, 'revenue': 5685, 'donor': 5686, 'gerrymander': 5687, 'backfire': 5688, 'solid': 5689, 'hamill': 5690, 'doom': 5691, 'infants': 5692, 'impersonator': 5693, 'islamist': 5694, 'politically': 5695, 'kabul': 5696, 'remarkable': 5697, 'rejection': 5698, 'heartbroken': 5699, 'ownership': 5700, 'insurers': 5701, 'cupboard': 5702, 'hedge': 5703, 'runner': 5704, 'avalanche': 5705, 'grisly': 5706, 'silverman': 5707, 'habitat': 5708, 'spar': 5709, 'stagger': 5710, 'levine': 5711, 'maroon': 5712, 'hobbies': 5713, 'trunk': 5714, 'reflections': 5715, 'playoff': 5716, 'heavenly': 5717, 'morrison': 5718, 'solitary': 5719, 'chronic': 5720, 'tag': 5721, 'trauma': 5722, 'sever': 5723, 'usual': 5724, 'outlaw': 5725, 'charitable': 5726, 'shorter': 5727, 'pierce': 5728, 'mayer': 5729, 'outage': 5730, 'commuters': 5731, 'genetically': 5732, 'modify': 5733, 'restrict': 5734, 'ricans': 5735, 'rowdy': 5736, 'eerie': 5737, 'architect': 5738, 'invasive': 5739, 'gig': 5740, 'pamela': 5741, 'florence': 5742, 'candid': 5743, 'demise': 5744, 'victorious': 5745, 'spencer': 5746, 'guardians': 5747, 'delusional': 5748, 'christianity': 5749, 'militia': 5750, 'bronze': 5751, 'commander': 5752, 'razor': 5753, 'le': 5754, 'napkin': 5755, 'hearted': 5756, 'straw': 5757, 'harden': 5758, 'studios': 5759, 'placement': 5760, 'newspapers': 5761, 'falsify': 5762, 'stockholm': 5763, 'lodge': 5764, 'gymnastics': 5765, 'popcorn': 5766, 'lloyd': 5767, 'wistfully': 5768, 'discount': 5769, 'cue': 5770, 'fulfil': 5771, 'scrabble': 5772, 'masterpiece': 5773, 'acosta': 5774, 'oz': 5775, 'dildo': 5776, 'scooter': 5777, 'economists': 5778, 'crocodile': 5779, 'continuous': 5780, 'changer': 5781, 'guinea': 5782, 'southwest': 5783, 'guarantee': 5784, 'congratulate': 5785, 'cloak': 5786, 'horribly': 5787, 'stan': 5788, 'limb': 5789, 'passion': 5790, 'memorable': 5791, 'equity': 5792, 'takei': 5793, 'workday': 5794, 'derek': 5795, 'pornography': 5796, 'kobe': 5797, 'bouncer': 5798, 'tumble': 5799, 'alumni': 5800, 'nd': 5801, 'avert': 5802, 'honk': 5803, 'mlk': 5804, 'odom': 5805, 'buckingham': 5806, 'porch': 5807, 'statues': 5808, 'scroll': 5809, 'overtime': 5810, 'males': 5811, 'ingredient': 5812, 'colony': 5813, 'proposals': 5814, 'clog': 5815, 'colorful': 5816, 'martian': 5817, 'mow': 5818, 'mankind': 5819, 'highways': 5820, 'households': 5821, 'discussion': 5822, 'attendee': 5823, 'remainder': 5824, 'bishop': 5825, 'soil': 5826, 'shipment': 5827, 'hare': 5828, 'buddha': 5829, 'psychologists': 5830, 'productivity': 5831, 'govern': 5832, 'maternity': 5833, 'admissions': 5834, 'patton': 5835, 'speechless': 5836, 'brighten': 5837, 'automate': 5838, 'mansion': 5839, 'volcano': 5840, 'dependence': 5841, 'diner': 5842, 'disturbingly': 5843, 'sec': 5844, 'england': 5845, 'basically': 5846, 'cowboys': 5847, 'quarantine': 5848, 'inappropriate': 5849, 'sausage': 5850, 'marines': 5851, 'ecosystem': 5852, 'originally': 5853, 'gruesome': 5854, 'via': 5855, 'meaningless': 5856, 'ingredients': 5857, 'brutally': 5858, 'huddle': 5859, 'careful': 5860, 'halftime': 5861, 'greyhound': 5862, 'olympian': 5863, 'cinnamon': 5864, 'spinoff': 5865, 'snowden': 5866, 'yearbook': 5867, 'unprecedented': 5868, 'portray': 5869, 'urinal': 5870, 'pudding': 5871, 'destruct': 5872, 'maid': 5873, 'turner': 5874, 'flap': 5875, 'suburban': 5876, 'fulfill': 5877, 'individually': 5878, 'recruiter': 5879, 'grain': 5880, 'bankruptcy': 5881, 'lakers': 5882, 'prospect': 5883, 'gospel': 5884, 'widespread': 5885, 'legends': 5886, 'specific': 5887, 'carpool': 5888, 'salsa': 5889, 'shithole': 5890, 'girlfriends': 5891, 'congressmen': 5892, 'exam': 5893, 'paw': 5894, 'fracking': 5895, 'calendar': 5896, 'retro': 5897, 'generic': 5898, 'sensation': 5899, 'vortex': 5900, 'wikipedia': 5901, 'strand': 5902, 'obnoxious': 5903, 'bts': 5904, 'superstar': 5905, 'rebuke': 5906, 'caller': 5907, 'mcconaughey': 5908, 'theories': 5909, 'kardashians': 5910, 'synagogue': 5911, 'spectacular': 5912, 'hoax': 5913, 'lingerie': 5914, 'ipod': 5915, 'kitsch': 5916, 'duchess': 5917, 'ava': 5918, 'duvernay': 5919, 'realization': 5920, 'aarp': 5921, 'emily': 5922, 'laquan': 5923, 'coachella': 5924, 'alexander': 5925, 'lunatic': 5926, 'henry': 5927, 'powerpoint': 5928, 'immediate': 5929, 'stein': 5930, 'hummus': 5931, 'poise': 5932, 'cam': 5933, 'columnist': 5934, 'eminem': 5935, 'dixon': 5936, 'jan': 5937, 'symptoms': 5938, 'devour': 5939, 'channing': 5940, 'tatum': 5941, 'enforce': 5942, 'till': 5943, 'revoke': 5944, 'membership': 5945, 'orphan': 5946, 'raytheon': 5947, 'mode': 5948, 'applebee': 5949, 'exonerate': 5950, 'internment': 5951, 'assign': 5952, 'mourners': 5953, 'shuttle': 5954, 'wiig': 5955, 'whistle': 5956, 'driverless': 5957, 'pancakes': 5958, 'exxon': 5959, 'runaway': 5960, 'bono': 5961, 'wardrobe': 5962, 'olsen': 5963, 'unionize': 5964, 'cerebral': 5965, 'palsy': 5966, 'royals': 5967, 'dem': 5968, 'scenario': 5969, 'amanda': 5970, 'travis': 5971, 'advisory': 5972, 'bi': 5973, 'confound': 5974, 'softball': 5975, 'jindal': 5976, 'amsterdam': 5977, 'mashup': 5978, 'smog': 5979, 'sooner': 5980, 'trademark': 5981, 'bonkers': 5982, 'gratification': 5983, 'midlife': 5984, 'endorsements': 5985, 'ferrell': 5986, 'heartbreak': 5987, 'stare': 5988, 'gods': 5989, 'combination': 5990, 'ramble': 5991, 'vilsack': 5992, 'bravery': 5993, 'contractors': 5994, 'disappointment': 5995, 'temporary': 5996, 'geologists': 5997, 'bisexual': 5998, 'whiteboard': 5999, 'cutout': 6000, 'richer': 6001, 'falcon': 6002, 'mortal': 6003, 'comb': 6004, 'mechanic': 6005, 'lol': 6006, 'vegetable': 6007, 'occasion': 6008, 'luigi': 6009, 'counterfeit': 6010, 'sotomayor': 6011, 'unanimously': 6012, 'partnership': 6013, 'naomi': 6014, 'whistleblower': 6015, 'lester': 6016, 'supermarket': 6017, 'juggle': 6018, 'crib': 6019, 'whoa': 6020, 'parkinson': 6021, 'outreach': 6022, 'equifax': 6023, 'rom': 6024, 'prey': 6025, 'asset': 6026, 'populism': 6027, 'unfinished': 6028, 'batter': 6029, 'fawn': 6030, 'vince': 6031, 'fundraiser': 6032, 'surrender': 6033, 'courageous': 6034, 'norman': 6035, 'perch': 6036, 'cozy': 6037, 'antarctica': 6038, 'strategist': 6039, 'penny': 6040, 'substitute': 6041, 'compassion': 6042, 'gush': 6043, 'wi': 6044, 'caution': 6045, 'gloss': 6046, 'slash': 6047, 'airports': 6048, 'useful': 6049, 'mckinnon': 6050, 'glover': 6051, 'dynamite': 6052, 'longingly': 6053, 'helm': 6054, 'convenience': 6055, 'eviscerate': 6056, 'commitment': 6057, 'spawn': 6058, 'bundy': 6059, 'diaz': 6060, 'grid': 6061, 'lowest': 6062, 'peacefully': 6063, 'bruno': 6064, 'goldberg': 6065, 'newlyweds': 6066, 'pileup': 6067, 'vincent': 6068, 'adaptation': 6069, 'insects': 6070, 'martyr': 6071, 'exclusively': 6072, 'blister': 6073, 'heed': 6074, 'nielsen': 6075, 'heights': 6076, 'greg': 6077, 'tabs': 6078, 'clergy': 6079, 'cowardly': 6080, 'responders': 6081, 'guacamole': 6082, 'savvy': 6083, 'lil': 6084, 'unhappy': 6085, 'slump': 6086, 'downton': 6087, 'abbey': 6088, 'terribly': 6089, 'invoke': 6090, 'unreal': 6091, 'lapierre': 6092, 'harpoon': 6093, 'spree': 6094, 'pasta': 6095, 'grim': 6096, 'hover': 6097, 'restrain': 6098, 'philosophy': 6099, 'locals': 6100, 'adoption': 6101, 'skew': 6102, 'unthinkable': 6103, 'vip': 6104, 'performers': 6105, 'mosquito': 6106, 'bon': 6107, 'bots': 6108, 'spook': 6109, 'jamie': 6110, 'rental': 6111, 'frustration': 6112, 'rampage': 6113, 'slumber': 6114, 'messy': 6115, 'nuns': 6116, 'forum': 6117, 'electronic': 6118, 'daylight': 6119, 'dysfunctional': 6120, 'particular': 6121, 'aldrin': 6122, 'stable': 6123, 'pancake': 6124, 'weiner': 6125, 'specials': 6126, 'doggy': 6127, 'trainee': 6128, 'hound': 6129, 'omarosa': 6130, 'realtor': 6131, 'accidental': 6132, 'briefcase': 6133, 'savor': 6134, 'mortify': 6135, 'crank': 6136, 'billionth': 6137, 'yank': 6138, 'capitalize': 6139, 'elfman': 6140, 'cher': 6141, 'sweatshop': 6142, 'steamy': 6143, 'distraction': 6144, 'kenny': 6145, 'mute': 6146, 'berate': 6147, 'separation': 6148, 'manhood': 6149, 'receipt': 6150, 'relevant': 6151, 'wiretapping': 6152, 'hbcu': 6153, 'imply': 6154, 'barriers': 6155, 'goodwill': 6156, 'induct': 6157, 'overwhelmingly': 6158, 'dependent': 6159, 'complimentary': 6160, 'xi': 6161, 'zayn': 6162, 'patience': 6163, 'eyebrows': 6164, 'infection': 6165, 'puke': 6166, 'selfies': 6167, 'naturally': 6168, 'czech': 6169, 'biopic': 6170, 'salvador': 6171, 'frontman': 6172, 'runners': 6173, 'hello': 6174, 'unrest': 6175, 'leone': 6176, 'buddies': 6177, 'reckon': 6178, 'kurds': 6179, 'amend': 6180, 'broth': 6181, 'pratt': 6182, 'crusade': 6183, 'greatness': 6184, 'despicable': 6185, 'blade': 6186, 'sperm': 6187, 'novels': 6188, 'byrne': 6189, 'snooze': 6190, 'pleasantly': 6191, 'unfit': 6192, 'yang': 6193, 'futuristic': 6194, 'python': 6195, 'duel': 6196, 'olympians': 6197, 'rad': 6198, 'coward': 6199, 'thoughtful': 6200, 'heroically': 6201, 'delegate': 6202, 'indoor': 6203, 'patti': 6204, 'lecture': 6205, 'manufacturer': 6206, 'cockpit': 6207, 'judicial': 6208, 'indie': 6209, 'guilt': 6210, 'stacey': 6211, 'unit': 6212, 'skinny': 6213, 'worsen': 6214, 'worthwhile': 6215, 'revolutionary': 6216, 'spooky': 6217, 'circular': 6218, 'sonic': 6219, 'stride': 6220, 'rituals': 6221, 'referendum': 6222, 'listeners': 6223, 'venice': 6224, 'twain': 6225, 'sunshine': 6226, 'disappearance': 6227, 'dunk': 6228, 'bystanders': 6229, 'array': 6230, 'motorcade': 6231, 'bicycle': 6232, 'brandon': 6233, 'impulse': 6234, 'shampoo': 6235, 'natalie': 6236, 'knees': 6237, 'leonard': 6238, 'haggard': 6239, 'spew': 6240, 'dea': 6241, 'robotic': 6242, 'devise': 6243, 'authenticity': 6244, 'sheeran': 6245, 'unsuspecting': 6246, 'hamburger': 6247, 'fascist': 6248, 'blitz': 6249, 'salads': 6250, 'soulmate': 6251, 'environmentalists': 6252, 'sour': 6253, 'ana': 6254, 'norwegian': 6255, 'shady': 6256, 'stepfather': 6257, 'islamophobic': 6258, 'rational': 6259, 'reuters': 6260, 'eastern': 6261, 'swipe': 6262, 'hurdle': 6263, 'spotify': 6264, 'risky': 6265, 'theorize': 6266, 'fearless': 6267, 'nationalism': 6268, 'fuller': 6269, 'wade': 6270, 'loretta': 6271, 'mull': 6272, 'befriend': 6273, 'angelou': 6274, 'conductor': 6275, 'tubman': 6276, 'simulate': 6277, 'ideal': 6278, 'firearm': 6279, 'wary': 6280, 'nun': 6281, 'pottery': 6282, 'uninformed': 6283, 'marie': 6284, 'claire': 6285, 'protein': 6286, 'upstairs': 6287, 'keynote': 6288, 'gymnast': 6289, 'musician': 6290, 'breyer': 6291, 'mailbox': 6292, 'piven': 6293, 'internship': 6294, 'attendance': 6295, 'wildest': 6296, 'aerobics': 6297, 'macaroni': 6298, 'episodes': 6299, 'tablets': 6300, 'catholics': 6301, 'gilbert': 6302, 'crosshairs': 6303, 'canonize': 6304, 'falafel': 6305, 'hay': 6306, 'curvy': 6307, 'palestine': 6308, 'oyster': 6309, 'expertise': 6310, 'vermont': 6311, 'doo': 6312, 'excruciate': 6313, 'ipad': 6314, 'jcpenney': 6315, 'contributions': 6316, 'folly': 6317, 'nursery': 6318, 'scrawl': 6319, 'resilience': 6320, 'hmo': 6321, 'concussions': 6322, 'atwood': 6323, 'mecca': 6324, 'backwards': 6325, 'wobbly': 6326, 'sew': 6327, 'barista': 6328, 'genitals': 6329, 'oakland': 6330, 'birthplace': 6331, 'smarter': 6332, 'cunning': 6333, 'corker': 6334, 'outdoors': 6335, 'mayhem': 6336, 'kimye': 6337, 'underfunded': 6338, 'outlets': 6339, 'contribution': 6340, 'romance': 6341, 'regime': 6342, 'checkout': 6343, 'excellence': 6344, 'transphobic': 6345, 'decker': 6346, 'revolutionize': 6347, 'gorilla': 6348, 'clone': 6349, 'applications': 6350, 'align': 6351, 'convey': 6352, 'columbus': 6353, 'unsustainable': 6354, 'canal': 6355, 'megan': 6356, 'pier': 6357, 'vase': 6358, 'hijab': 6359, 'dancer': 6360, 'wasteful': 6361, 'spur': 6362, 'wrist': 6363, 'peta': 6364, 'chimpanzees': 6365, 'subpoena': 6366, 'adelson': 6367, 'slit': 6368, 'periods': 6369, 'jenkins': 6370, 'weeknd': 6371, 'easiest': 6372, 'beast': 6373, 'ronda': 6374, 'rousey': 6375, 'truman': 6376, 'goof': 6377, 'imagination': 6378, 'perjury': 6379, 'consideration': 6380, 'reenact': 6381, 'merry': 6382, 'breakroom': 6383, 'versions': 6384, 'depiction': 6385, 'units': 6386, 'warden': 6387, 'typical': 6388, 'chapel': 6389, 'reinforce': 6390, 'intrigue': 6391, 'dixie': 6392, 'poker': 6393, 'michelangelo': 6394, 'agencies': 6395, 'constitute': 6396, 'storyline': 6397, 'daze': 6398, 'rattle': 6399, 'lax': 6400, 'chaplain': 6401, 'birther': 6402, 'mccartney': 6403, 'arrogant': 6404, 'lever': 6405, 'stigma': 6406, 'subtle': 6407, 'automatically': 6408, 'occupy': 6409, 'newsweek': 6410, 'prevail': 6411, 'unexpectedly': 6412, 'nearby': 6413, 'happier': 6414, 'notebook': 6415, 'tactics': 6416, 'durst': 6417, 'bigots': 6418, 'loneliness': 6419, 'insomnia': 6420, 'staten': 6421, 'hotshot': 6422, 'drinkers': 6423, 'chuckle': 6424, 'brainwash': 6425, 'throwback': 6426, 'contribute': 6427, 'cherub': 6428, 'yiannopoulos': 6429, 'cpac': 6430, 'audiences': 6431, 'getaway': 6432, 'paranoid': 6433, 'tilt': 6434, 'decorations': 6435, 'aryan': 6436, 'dozen': 6437, 'bribery': 6438, 'fertility': 6439, 'impale': 6440, 'swamp': 6441, 'crawford': 6442, 'transmit': 6443, 'confrontation': 6444, 'nudes': 6445, 'apatow': 6446, 'puddle': 6447, 'unlimited': 6448, 'symphony': 6449, 'budweiser': 6450, 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6509, 'assemble': 6510, 'unwind': 6511, 'hermione': 6512, 'crab': 6513, 'adams': 6514, 'picasso': 6515, 'outlive': 6516, 'physicists': 6517, 'taxpayers': 6518, 'wonderland': 6519, 'glitch': 6520, 'languages': 6521, 'ironclad': 6522, 'mila': 6523, 'kunis': 6524, 'compel': 6525, 'retell': 6526, 'shoplift': 6527, 'binder': 6528, 'sh': 6529, 'nanny': 6530, 'churchgoer': 6531, 'crowdfunding': 6532, 'accidents': 6533, 'furniture': 6534, 'boeing': 6535, 'ode': 6536, 'loudest': 6537, 'bel': 6538, 'cryptic': 6539, 'payday': 6540, 'riff': 6541, 'honda': 6542, 'kesha': 6543, 'missiles': 6544, 'collector': 6545, 'cardinals': 6546, 'backstreet': 6547, 'sync': 6548, 'inconvenience': 6549, 'mild': 6550, 'hunk': 6551, 'consist': 6552, 'blair': 6553, 'outrageous': 6554, 'fuckin': 6555, 'registration': 6556, 'unconscious': 6557, 'flesh': 6558, 'discard': 6559, 'handler': 6560, 'atheists': 6561, 'norms': 6562, 'willie': 6563, 'scrutiny': 6564, 'fury': 6565, 'avocados': 6566, 'ocd': 6567, 'rogers': 6568, 'allan': 6569, 'situations': 6570, 'rope': 6571, 'shepard': 6572, 'champagne': 6573, 'bud': 6574, 'transport': 6575, 'taiwan': 6576, 'refute': 6577, 'marriages': 6578, 'manuscript': 6579, 'amusement': 6580, 'lovingly': 6581, 'gavin': 6582, 'fentanyl': 6583, 'athlete': 6584, 'unfairly': 6585, 'nina': 6586, 'emphasize': 6587, 'organizers': 6588, 'limbaugh': 6589, 'chapo': 6590, 'domino': 6591, 'meow': 6592, 'skyscraper': 6593, 'slick': 6594, 'dot': 6595, 'unsafe': 6596, 'interfaith': 6597, 'reynolds': 6598, 'lively': 6599, 'capabilities': 6600, 'hijack': 6601, 'grime': 6602, 'longoria': 6603, 'unexplained': 6604, 'printer': 6605, 'donna': 6606, 'homage': 6607, 'analysts': 6608, 'thousand': 6609, 'iggy': 6610, 'minnie': 6611, 'gerbil': 6612, 'acid': 6613, 'toenail': 6614, 'purdue': 6615, 'strengthen': 6616, 'belgium': 6617, 'parole': 6618, 'emojis': 6619, 'recognition': 6620, 'antonio': 6621, 'lament': 6622, 'cheesecake': 6623, 'tits': 6624, 'tractor': 6625, 'unpaid': 6626, 'yesterday': 6627, 'intricate': 6628, 'responsibilities': 6629, 'kamala': 6630, 'regulate': 6631, 'daredevil': 6632, 'transformation': 6633, 'flake': 6634, 'economics': 6635, 'roles': 6636, 'leftover': 6637, 'problematic': 6638, 'westminster': 6639, 'knit': 6640, 'laverne': 6641, 'ikea': 6642, 'educator': 6643, 'submarine': 6644, 'luna': 6645, 'embed': 6646, 'raw': 6647, 'identities': 6648, 'oprah': 6649, 'roker': 6650, 'oreos': 6651, 'seacrest': 6652, 'ratio': 6653, 'otto': 6654, 'warmbier': 6655, 'imprison': 6656, 'accessories': 6657, 'tokyo': 6658, 'warp': 6659, 'decorate': 6660, 'fever': 6661, 'ridley': 6662, 'checklist': 6663, 'voyager': 6664, 'cox': 6665, 'wahlberg': 6666, 'westworld': 6667, 'hippo': 6668, 'galactic': 6669, 'clinics': 6670, 'setback': 6671, 'tracy': 6672, 'glue': 6673, 'cameraman': 6674, 'incite': 6675, 'franchise': 6676, 'hostages': 6677, 'skate': 6678, 'investigators': 6679, 'lapd': 6680, 'hulu': 6681, 'wright': 6682, 'stronger': 6683, 'scholars': 6684, 'permanent': 6685, 'abuser': 6686, 'frisk': 6687, 'posters': 6688, 'significant': 6689, 'foreman': 6690, 'stanley': 6691, 'fetal': 6692, 'meaningful': 6693, 'avid': 6694, 'tantrum': 6695, 'torrent': 6696, 'jew': 6697, 'cart': 6698, 'consequence': 6699, 'abu': 6700, 'apparent': 6701, 'madison': 6702, 'operatives': 6703, 'sicken': 6704, 'vacuum': 6705, 'sainthood': 6706, 'coma': 6707, 'hundred': 6708, 'siege': 6709, 'feminine': 6710, 'carlos': 6711, 'talented': 6712, 'erections': 6713, 'fancy': 6714, 'antibiotics': 6715, 'civilian': 6716, 'commissioner': 6717, 'louder': 6718, 'animatronic': 6719, 'cower': 6720, 'parlor': 6721, 'unsolicited': 6722, 'postpartum': 6723, 'ashcroft': 6724, 'shackle': 6725, 'pawn': 6726, 'discourage': 6727, 'austria': 6728, 'midst': 6729, 'swimmer': 6730, 'historian': 6731, 'thief': 6732, 'guant': 6733, 'namo': 6734, 'stephanie': 6735, 'paternity': 6736, 'mayan': 6737, 'biological': 6738, 'symptom': 6739, 'withstand': 6740, 'coalition': 6741, 'nintendo': 6742, 'unused': 6743, 'boar': 6744, 'lawsuits': 6745, 'capitalism': 6746, 'capsule': 6747, 'infinitely': 6748, 'cock': 6749, 'weirded': 6750, 'fidel': 6751, 'salmonella': 6752, 'gotham': 6753, 'outdoor': 6754, 'ache': 6755, 'professionals': 6756, 'manchester': 6757, 'ufo': 6758, 'ptsd': 6759, 'mature': 6760, 'tutor': 6761, 'oust': 6762, 'burial': 6763, 'bakery': 6764, 'sword': 6765, 'toro': 6766, 'onstage': 6767, 'kinda': 6768, 'horde': 6769, 'blunt': 6770, 'bryant': 6771, 'dome': 6772, 'disagree': 6773, 'embark': 6774, 'qaddafi': 6775, 'tate': 6776, 'vitamin': 6777, 'decorative': 6778, 'tray': 6779, 'incline': 6780, 'cardinal': 6781, 'ostracize': 6782, 'faggot': 6783, 'danes': 6784, 'taxpayer': 6785, 'defendant': 6786, 'critique': 6787, 'masculinity': 6788, 'wizard': 6789, 'malaysia': 6790, 'radar': 6791, 'beto': 6792, 'ax': 6793, 'lapse': 6794, 'bolivia': 6795, 'rangers': 6796, 'gaze': 6797, 'stockpile': 6798, 'soy': 6799, 'receptionist': 6800, 'swan': 6801, 'pineapple': 6802, 'panthers': 6803, 'nc': 6804, 'spare': 6805, 'hefner': 6806, 'hype': 6807, 'pt': 6808, 'useless': 6809, 'hangover': 6810, 'immoral': 6811, 'bloggers': 6812, 'recess': 6813, 'athletic': 6814, 'advocacy': 6815, 'certainly': 6816, 'painter': 6817, 'disgruntle': 6818, 'joker': 6819, 'idol': 6820, 'anthropologists': 6821, 'lowe': 6822, 'homeowner': 6823, 'brussels': 6824, 'krishna': 6825, 'partial': 6826, 'penguins': 6827, 'werewolf': 6828, 'pioneer': 6829, 'vigil': 6830, 'robber': 6831, 'rug': 6832, 'intervention': 6833, 'vikings': 6834, 'parrot': 6835, 'frederick': 6836, 'exploit': 6837, 'bloat': 6838, 'cater': 6839, 'portion': 6840, 'obscure': 6841, 'rogue': 6842, 'uneasy': 6843, 'autistic': 6844, 'audubon': 6845, 'copycat': 6846, 'ronald': 6847, 'potatoes': 6848, 'cleanse': 6849, 'adjacent': 6850, 'zealand': 6851, 'culinary': 6852, 'allergic': 6853, 'caribbean': 6854, 'roe': 6855, 'providers': 6856, 'kinds': 6857, 'protective': 6858, 'vital': 6859, 'fur': 6860, 'disruption': 6861, 'les': 6862, 'newman': 6863, 'starter': 6864, 'aguilera': 6865, 'overhear': 6866, 'melinda': 6867, 'interviewer': 6868, 'hawaiian': 6869, 'gal': 6870, 'peas': 6871, 'millennia': 6872, 'personalize': 6873, 'outsider': 6874, 'dinklage': 6875, 'jogger': 6876, 'lesbians': 6877, 'patio': 6878, 'scarborough': 6879, 'kremlin': 6880, 'marital': 6881, 'contradict': 6882, 'benefactor': 6883, 'vampire': 6884, 'insiders': 6885, 'vessel': 6886, 'manson': 6887, 'glacier': 6888, 'lifeguard': 6889, 'thru': 6890, 'nightmares': 6891, 'jihad': 6892, 'tampa': 6893, 'tidal': 6894, 'hospitals': 6895, 'refusal': 6896, 'larva': 6897, 'watcher': 6898, 'aquaman': 6899, 'mastectomy': 6900, 'tomb': 6901, 'tolerate': 6902, 'andrea': 6903, 'margarita': 6904, 'gunn': 6905, 'sibling': 6906, 'skateboard': 6907, 'ira': 6908, 'flow': 6909, 'icymi': 6910, 'tropical': 6911, 'nativity': 6912, 'meteorologist': 6913, 'thiel': 6914, 'antidepressant': 6915, 'parker': 6916, 'sophie': 6917, 'goose': 6918, 'ernest': 6919, 'execs': 6920, 'civilization': 6921, 'outlet': 6922, 'moscow': 6923, 'churchill': 6924, 'toothbrush': 6925, 'inherent': 6926, 'compulsive': 6927, 'practically': 6928, 'unimpressed': 6929, 'relatively': 6930, 'mandate': 6931, 'brien': 6932, 'elk': 6933, 'rosie': 6934, 'donnell': 6935, 'fumble': 6936, 'ponytail': 6937, 'fog': 6938, 'curly': 6939, 'quaker': 6940, 'somali': 6941, 'foe': 6942, 'fianc': 6943, 'momentum': 6944, 'luck': 6945, 'whoop': 6946, 'brock': 6947, 'eternal': 6948, 'pabst': 6949, 'prospective': 6950, 'metaphor': 6951, 'pros': 6952, 'blissfully': 6953, 'ref': 6954, 'cannabis': 6955, 'appal': 6956, 'fiercely': 6957, 'tamir': 6958, 'intelligent': 6959, 'aluminum': 6960, 'cancellation': 6961, 'distraught': 6962, 'tight': 6963, 'victor': 6964, 'reversal': 6965, 'analyze': 6966, 'beckham': 6967, 'someday': 6968, 'bridal': 6969, 'behaviors': 6970, 'dolls': 6971, 'halliburton': 6972, 'sneaky': 6973, 'tail': 6974, 'explosions': 6975, 'crane': 6976, 'slate': 6977, 'robbers': 6978, 'tai': 6979, 'chi': 6980, 'tailor': 6981, 'lipstick': 6982, 'spank': 6983, 'superheroes': 6984, 'zoologists': 6985, 'ratner': 6986, 'defund': 6987, 'enrollment': 6988, 'siri': 6989, 'temperature': 6990, 'finals': 6991, 'competent': 6992, 'afro': 6993, 'slogans': 6994, 'strategic': 6995, 'crumb': 6996, 'pastry': 6997, 'sizzle': 6998, 'rooftop': 6999, 'bomer': 7000, 'privately': 7001, 'reelection': 7002, 'boundaries': 7003, 'posit': 7004, 'stump': 7005, 'stanford': 7006, 'darfur': 7007, 'posthumous': 7008, 'diagram': 7009, 'containers': 7010, 'reed': 7011, 'heist': 7012, 'dumbest': 7013, 'fascism': 7014, 'absolute': 7015, 'minneapolis': 7016, 'hospitalization': 7017, 'vague': 7018, 'shaky': 7019, 'overly': 7020, 'oasis': 7021, 'hypothetical': 7022, 'amputee': 7023, 'orbit': 7024, 'sufferer': 7025, 'fierce': 7026, 'personnel': 7027, 'hazard': 7028, 'basilica': 7029, 'sane': 7030, 'garcia': 7031, 'illnesses': 7032, 'obsolete': 7033, 'roseanne': 7034, 'geographic': 7035, 'gamer': 7036, 'memphis': 7037, 'temp': 7038, 'judgment': 7039, 'zen': 7040, 'regional': 7041, 'baskin': 7042, 'courtroom': 7043, 'blossom': 7044, 'starr': 7045, 'communists': 7046, 'woo': 7047, 'bling': 7048, 'unravel': 7049, 'prophet': 7050, 'annie': 7051, 'foul': 7052, 'divert': 7053, 'tarantino': 7054, 'ants': 7055, 'scaramucci': 7056, 'legally': 7057, 'nike': 7058, 'milwaukee': 7059, 'methane': 7060, 'bailiff': 7061, 'methods': 7062, 'employer': 7063, 'strangle': 7064, 'duncan': 7065, 'protagonist': 7066, 'abruptly': 7067, 'precede': 7068, 'cautiously': 7069, 'daytime': 7070, 'stances': 7071, 'cardi': 7072, 'philippines': 7073, 'bollywood': 7074, 'mc': 7075, 'permanently': 7076, 'inspirational': 7077, 'residence': 7078, 'corrupt': 7079, 'couric': 7080, 'aly': 7081, 'raisman': 7082, 'hhs': 7083, 'mason': 7084, 'sprint': 7085, 'persona': 7086, 'elsewhere': 7087, 'playboy': 7088, 'bounty': 7089, 'hb': 7090, 'dwell': 7091, 'breed': 7092, 'copyright': 7093, 'handicap': 7094, 'fiona': 7095, 'cincinnati': 7096, 'stevie': 7097, 'whitney': 7098, 'houseguest': 7099, 'interpretation': 7100, 'applaud': 7101, 'hannah': 7102, 'freaky': 7103, 'fearful': 7104, 'porter': 7105, 'diamonds': 7106, 'pollsters': 7107, 'terri': 7108, 'spatter': 7109, 'ts': 7110, 'giamatti': 7111, 'paycheck': 7112, 'civic': 7113, 'terrain': 7114, 'trudeau': 7115, 'retailers': 7116, 'reduction': 7117, 'goats': 7118, 'transmission': 7119, 'arabs': 7120, 'wsj': 7121, 'inheritance': 7122, 'peet': 7123, 'boko': 7124, 'haram': 7125, 'gasoline': 7126, 'kalanick': 7127, 'pedestrians': 7128, 'allure': 7129, 'expansive': 7130, 'altman': 7131, 'angle': 7132, 'rec': 7133, 'baptist': 7134, 'meatless': 7135, 'hybrid': 7136, 'lib': 7137, 'intensify': 7138, 'demolition': 7139, 'axelrod': 7140, 'promo': 7141, 'motherfucker': 7142, 'inslee': 7143, 'birthdays': 7144, 'movements': 7145, 'digest': 7146, 'blueprint': 7147, 'alexa': 7148, 'earl': 7149, 'exasperate': 7150, 'frenzy': 7151, 'anticipation': 7152, 'stalin': 7153, 'wink': 7154, 'shorten': 7155, 'lana': 7156, 'rey': 7157, 'honeymoon': 7158, 'reprimand': 7159, 'drunkenly': 7160, 'shipwreck': 7161, 'warrant': 7162, 'fec': 7163, 'recruitment': 7164, 'adidas': 7165, 'elle': 7166, 'airbrush': 7167, 'altogether': 7168, 'holt': 7169, 'reiterate': 7170, 'juggler': 7171, 'unfair': 7172, 'stuf': 7173, 'treadmill': 7174, 'hastert': 7175, 'possess': 7176, 'goblin': 7177, 'rabbi': 7178, 'splinter': 7179, 'downloadable': 7180, 'lebanon': 7181, 'captive': 7182, 'whiny': 7183, 'bailout': 7184, 'amas': 7185, 'shoppers': 7186, 'fracture': 7187, 'lear': 7188, 'elsa': 7189, 'farley': 7190, 'screenwriting': 7191, 'snub': 7192, 'poop': 7193, 'penguin': 7194, 'kathy': 7195, 'beside': 7196, 'ink': 7197, 'capacity': 7198, 'shamelessly': 7199, 'jojo': 7200, 'pundit': 7201, 'maple': 7202, 'adversity': 7203, 'angrily': 7204, 'mp': 7205, 'tantalize': 7206, 'mcbeal': 7207, 'trey': 7208, 'gowdy': 7209, 'nigeria': 7210, 'evangelicals': 7211, 'ghastly': 7212, 'ounces': 7213, 'hairstylist': 7214, 'theft': 7215, 'caste': 7216, 'widen': 7217, 'lend': 7218, 'expectant': 7219, 'assistants': 7220, 'fieri': 7221, 'demo': 7222, 'whoopi': 7223, 'surgeries': 7224, 'tremble': 7225, 'shrine': 7226, 'julianne': 7227, 'fonda': 7228, 'germans': 7229, 'misty': 7230, 'blender': 7231, 'lynn': 7232, 'viagra': 7233, 'trebek': 7234, 'cardiac': 7235, 'rampant': 7236, 'hickenlooper': 7237, 'usain': 7238, 'hardy': 7239, 'unapologetically': 7240, 'defibrillator': 7241, 'mutilation': 7242, 'vaccinate': 7243, 'underway': 7244, 'relive': 7245, 'wilmer': 7246, 'merely': 7247, 'suitors': 7248, 'unprovoked': 7249, 'occupation': 7250, 'kotter': 7251, 'attic': 7252, 'port': 7253, 'ranch': 7254, 'compound': 7255, 'makers': 7256, 'pike': 7257, 'conceive': 7258, 'bombshell': 7259, 'avery': 7260, 'ambush': 7261, 'magnet': 7262, 'klobuchar': 7263, 'alfred': 7264, 'hitchcock': 7265, 'smallest': 7266, 'glitter': 7267, 'eyeliner': 7268, 'darker': 7269, 'psyche': 7270, 'jada': 7271, 'pinkett': 7272, 'flub': 7273, 'diabetic': 7274, 'legitimately': 7275, 'triumph': 7276, 'arrange': 7277, 'enthusiasm': 7278, 'tornadoes': 7279, 'earnest': 7280, 'hale': 7281, 'veep': 7282, 'menace': 7283, 'oversized': 7284, 'shotgun': 7285, 'campuses': 7286, 'lantern': 7287, 'authoritarian': 7288, 'hunchback': 7289, 'hasbro': 7290, 'institutionalize': 7291, 'chilly': 7292, 'meditate': 7293, 'flyer': 7294, 'heidi': 7295, 'imperfect': 7296, 'macarthur': 7297, 'indonesia': 7298, 'gamers': 7299, 'rejoice': 7300, 'wits': 7301, 'thor': 7302, 'neon': 7303, 'devices': 7304, 'hallmark': 7305, 'unwanted': 7306, 'saddest': 7307, 'gluten': 7308, 'roadside': 7309, 'upright': 7310, 'clueless': 7311, 'fare': 7312, 'fm': 7313, 'robbie': 7314, 'macklemore': 7315, 'immune': 7316, 'liberate': 7317, 'gunfire': 7318, 'adderall': 7319, 'biker': 7320, 'obstacle': 7321, 'mcadams': 7322, 'gasp': 7323, 'irony': 7324, 'cheddar': 7325, 'sustainability': 7326, 'operative': 7327, 'bleary': 7328, 'destructive': 7329, 'cybersecurity': 7330, 'recipient': 7331, 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'ufos': 7391, 'classy': 7392, 'ugliest': 7393, 'newlywed': 7394, 'lighter': 7395, 'demon': 7396, 'opener': 7397, 'libraries': 7398, 'cheetah': 7399, 'bridesmaids': 7400, 'il': 7401, 'cordless': 7402, 'reno': 7403, 'confusion': 7404, 'reception': 7405, 'marketers': 7406, 'renewal': 7407, 'reconsider': 7408, 'radiator': 7409, 'salman': 7410, 'mel': 7411, 'belittle': 7412, 'tirade': 7413, 'paxton': 7414, 'rude': 7415, 'broadcaster': 7416, 'upbeat': 7417, 'addictive': 7418, 'meter': 7419, 'hispanics': 7420, 'bumble': 7421, 'infinity': 7422, 'scarf': 7423, 'vaxxers': 7424, 'deniers': 7425, 'hedgehog': 7426, 'tribunal': 7427, 'kilborn': 7428, 'disavow': 7429, 'ninth': 7430, 'negotiations': 7431, 'wince': 7432, 'thigh': 7433, 'trooper': 7434, 'publicity': 7435, 'warrior': 7436, 'thirst': 7437, 'antidepressants': 7438, 'blurry': 7439, 'trench': 7440, 'potentially': 7441, 'prose': 7442, 'tycoon': 7443, 'physician': 7444, 'limbo': 7445, 'chester': 7446, 'morph': 7447, 'hamster': 7448, 'policeman': 7449, 'biography': 7450, 'thread': 7451, 'dismay': 7452, 'believable': 7453, 'jackie': 7454, 'chan': 7455, 'kangaroo': 7456, 'toner': 7457, 'toppings': 7458, 'injustice': 7459, 'incest': 7460, 'navarro': 7461, 'adolescent': 7462, 'tsunami': 7463, 'dagger': 7464, 'pleas': 7465, 'dana': 7466, 'gentrify': 7467, 'departure': 7468, 'amnesty': 7469, 'clarity': 7470, 'statistically': 7471, 'residency': 7472, 'multicultural': 7473, 'radicalize': 7474, 'elder': 7475, 'hotness': 7476, 'lump': 7477, 'environmentalism': 7478, 'faculty': 7479, 'mercilessly': 7480, 'pointer': 7481, 'elf': 7482, 'glaze': 7483, 'prego': 7484, 'neighborhoods': 7485, 'magically': 7486, 'stoner': 7487, 'felony': 7488, 'possession': 7489, 'radiant': 7490, 'digestive': 7491, 'rogen': 7492, 'roster': 7493, 'penalize': 7494, 'kurdish': 7495, 'intensity': 7496, 'bulbs': 7497, 'denier': 7498, 'docs': 7499, 'iraqis': 7500, 'command': 7501, 'organ': 7502, 'playground': 7503, 'bastards': 7504, 'senseless': 7505, 'preach': 7506, 'ceremonial': 7507, 'luggage': 7508, 'enthusiast': 7509, 'challenger': 7510, 'inc': 7511, 'looters': 7512, 'rocker': 7513, 'participants': 7514, 'chaffetz': 7515, 'governments': 7516, 'lohan': 7517, 'maturity': 7518, 'sephora': 7519, 'splurge': 7520, 'compass': 7521, 'margins': 7522, 'lettuce': 7523, 'evidently': 7524, 'shockingly': 7525, 'slang': 7526, 'bask': 7527, 'urgent': 7528, 'reincarnation': 7529, 'vigilante': 7530, 'dehydration': 7531, 'dexter': 7532, 'comcast': 7533, 'assets': 7534, 'clippers': 7535, 'championship': 7536, 'popeyes': 7537, 'edison': 7538, 'riders': 7539, 'indeed': 7540, 'grads': 7541, 'edible': 7542, 'motivation': 7543, 'subsidies': 7544, 'advertiser': 7545, 'deepen': 7546, 'skulls': 7547, 'accomplishment': 7548, 'harness': 7549, 'actively': 7550, 'serpent': 7551, 'socialist': 7552, 'frazzle': 7553, 'nostalgia': 7554, 'istanbul': 7555, 'heirloom': 7556, 'depp': 7557, 'theorist': 7558, 'rosenstein': 7559, 'intercept': 7560, 'unnoticed': 7561, 'nader': 7562, 'statistics': 7563, 'trumpism': 7564, 'succumb': 7565, 'dynamic': 7566, 'brake': 7567, 'wreak': 7568, 'bathrooms': 7569, 'hotter': 7570, 'twitch': 7571, 'longest': 7572, 'destinations': 7573, 'dolled': 7574, 'impart': 7575, 'colmes': 7576, 'pub': 7577, 'toyota': 7578, 'authorize': 7579, 'collateral': 7580, 'paramedic': 7581, 'revel': 7582, 'index': 7583, 'claw': 7584, 'fireman': 7585, 'superstitious': 7586, 'canvas': 7587, 'indoors': 7588, 'pantry': 7589, 'cartoonist': 7590, 'trilogy': 7591, 'hubble': 7592, 'collins': 7593, 'roam': 7594, 'reparations': 7595, 'impassioned': 7596, 'skit': 7597, 'greatly': 7598, 'influencer': 7599, 'unafraid': 7600, 'trainwreck': 7601, 'jot': 7602, 'margin': 7603, 'mockingbird': 7604, 'higgins': 7605, 'errors': 7606, 'nicer': 7607, 'alphabet': 7608, 'ignorance': 7609, 'leverage': 7610, 'iv': 7611, 'executioner': 7612, 'supercuts': 7613, 'airliner': 7614, 'iphones': 7615, 'stine': 7616, 'goosebumps': 7617, 'inspector': 7618, 'freeway': 7619, 'snowboard': 7620, 'appropriate': 7621, 'sistine': 7622, 'letterman': 7623, 'mona': 7624, 'yeah': 7625, 'petrify': 7626, 'petsmart': 7627, 'partially': 7628, 'recliner': 7629, 'den': 7630, 'handwrite': 7631, 'controller': 7632, 'richest': 7633, 'humiliation': 7634, 'conjoin': 7635, 'gitmo': 7636, 'smollett': 7637, 'lewandowski': 7638, 'placebo': 7639, 'yoko': 7640, 'ono': 7641, 'premium': 7642, 'binary': 7643, 'honolulu': 7644, 'flare': 7645, 'kung': 7646, 'dolby': 7647, 'deconstruct': 7648, 'montage': 7649, 'divine': 7650, 'pundits': 7651, 'unbalance': 7652, 'medications': 7653, 'incapable': 7654, 'husky': 7655, 'effectively': 7656, 'inhofe': 7657, 'alice': 7658, 'misogyny': 7659, 'quarterback': 7660, 'fatigue': 7661, 'lakes': 7662, 'microphone': 7663, 'lightly': 7664, 'intergalactic': 7665, 'peasant': 7666, 'limbs': 7667, 'fume': 7668, 'chubby': 7669, 'avatar': 7670, 'narrator': 7671, 'moana': 7672, 'airlift': 7673, 'whine': 7674, 'nonessential': 7675, 'pleasures': 7676, 'activate': 7677, 'colossal': 7678, 'reptile': 7679, 'popeye': 7680, 'immersive': 7681, 'flicker': 7682, 'brawl': 7683, 'wealthiest': 7684, 'billionaires': 7685, 'costco': 7686, 'relaxation': 7687, 'paddleboarder': 7688, 'mercy': 7689, 'someplace': 7690, 'unsuccessful': 7691, 'sail': 7692, 'passersby': 7693, 'ravioli': 7694, 'reintroduce': 7695, 'retaliation': 7696, 'muse': 7697, 'contaminate': 7698, 'opportunities': 7699, 'londoners': 7700, 'polite': 7701, 'bald': 7702, 'earmark': 7703, 'cannonball': 7704, 'scope': 7705, 'trivia': 7706, 'spacecraft': 7707, 'postmaster': 7708, 'testament': 7709, 'oatmeal': 7710, 'necklace': 7711, 'gloves': 7712, 'patricia': 7713, 'profound': 7714, 'nigel': 7715, 'mash': 7716, 'chimp': 7717, 'admire': 7718, 'restart': 7719, 'cricket': 7720, 'wearable': 7721, 'spontaneously': 7722, 'cr': 7723, 'foreclose': 7724, 'savory': 7725, 'confidently': 7726, 'amuse': 7727, 'dryer': 7728, 'sweden': 7729, 'imperative': 7730, 'housefly': 7731, 'virginity': 7732, 'swab': 7733, 'unman': 7734, 'conveyor': 7735, 'impregnate': 7736, 'chargers': 7737, 'transphobia': 7738, 'sweaters': 7739, 'concentration': 7740, 'reprise': 7741, 'defiance': 7742, 'hyundai': 7743, 'statistic': 7744, 'inventor': 7745, 'gchat': 7746, 'stability': 7747, 'noodle': 7748, 'hardship': 7749, 'acronym': 7750, 'pivotal': 7751, 'voicemail': 7752, 'mainly': 7753, 'elevate': 7754, 'elaine': 7755, 'unread': 7756, 'imaginary': 7757, 'twenty': 7758, 'judith': 7759, 'bolster': 7760, 'wistful': 7761, 'boggle': 7762, 'narcissist': 7763, 'shack': 7764, 'fuckup': 7765, 'grisham': 7766, 'surely': 7767, 'tons': 7768, 'pattinson': 7769, 'gravestone': 7770, 'excerpt': 7771, 'inaction': 7772, 'ominous': 7773, 'webpage': 7774, 'cumberbatch': 7775, 'zombie': 7776, 'dogg': 7777, 'vie': 7778, 'roadmap': 7779, 'albuquerque': 7780, 'blindfold': 7781, 'mountaintop': 7782, 'startle': 7783, 'kicker': 7784, 'carrot': 7785, 'retiree': 7786, 'juror': 7787, 'gibson': 7788, 'iranians': 7789, 'gehry': 7790, 'ripe': 7791, 'avocado': 7792, 'charlton': 7793, 'fedex': 7794, 'apartheid': 7795, 'contraception': 7796, 'kline': 7797, 'chatter': 7798, 'resemblance': 7799, 'misuse': 7800, 'applicants': 7801, 'disparage': 7802, 'ness': 7803, 'ix': 7804, 'administrators': 7805, 'mosques': 7806, 'replica': 7807, 'morocco': 7808, 'unstable': 7809, 'linda': 7810, 'pajama': 7811, 'absorb': 7812, 'recital': 7813, 'forensic': 7814, 'crossroads': 7815, 'kool': 7816, 'websites': 7817, 'advertisement': 7818, 'harrelson': 7819, 'dumber': 7820, 'nonviolent': 7821, 'warlord': 7822, 'speculation': 7823, 'obstruct': 7824, 'loner': 7825, 'alicia': 7826, 'secondhand': 7827, 'arnold': 7828, 'apprentice': 7829, 'catchphrase': 7830, 'glamorous': 7831, 'wasserman': 7832, 'lenders': 7833, 'indicator': 7834, 'subcommittee': 7835, 'li': 7836, 'reschedule': 7837, 'uc': 7838, 'meyer': 7839, 'lockheed': 7840, 'alison': 7841, 'consistent': 7842, 'mannered': 7843, 'debts': 7844, 'defraud': 7845, 'kenyan': 7846, 'relocate': 7847, 'selma': 7848, 'jepsen': 7849, 'constituent': 7850, 'noxious': 7851, 'offenders': 7852, 'feig': 7853, 'harold': 7854, 'elton': 7855, 'heath': 7856, 'insecurities': 7857, 'consciousness': 7858, 'moviegoer': 7859, 'projections': 7860, 'crossover': 7861, 'ing': 7862, 'manic': 7863, 'michelin': 7864, 'needy': 7865, 'jog': 7866, 'medication': 7867, 'velvet': 7868, 'adrenaline': 7869, 'beverage': 7870, 'fitzgerald': 7871, 'vanity': 7872, 'scholl': 7873, 'particularly': 7874, 'unpublished': 7875, 'transparent': 7876, 'embody': 7877, 'trout': 7878, 'tighter': 7879, 'perez': 7880, 'prehistoric': 7881, 'technicality': 7882, 'stimulus': 7883, 'burma': 7884, 'somebody': 7885, 'guatemalan': 7886, 'arch': 7887, 'snarky': 7888, 'brie': 7889, 'brightest': 7890, 'hiroshima': 7891, 'sexting': 7892, 'intake': 7893, 'costner': 7894, 'cluster': 7895, 'tract': 7896, 'infections': 7897, 'wallace': 7898, 'desist': 7899, 'timeout': 7900, 'warriors': 7901, 'vindicate': 7902, 'kenneth': 7903, 'jumper': 7904, 'beautifully': 7905, 'meteor': 7906, 'productions': 7907, 'premonition': 7908, 'peters': 7909, 'semester': 7910, 'passionate': 7911, 'infiltrate': 7912, 'climbers': 7913, 'propaganda': 7914, 'momentarily': 7915, 'pup': 7916, 'rabid': 7917, 'vendor': 7918, 'conrad': 7919, 'fe': 7920, 'dipshit': 7921, 'protestors': 7922, 'idly': 7923, 'coldplay': 7924, 'notifications': 7925, 'whoever': 7926, 'chapman': 7927, 'dodgers': 7928, 'azalea': 7929, 'derange': 7930, 'cherish': 7931, 'watson': 7932, 'dissident': 7933, 'choir': 7934, 'repress': 7935, 'emotion': 7936, 'voyage': 7937, 'ruler': 7938, 'washer': 7939, 'blonde': 7940, 'topics': 7941, 'leftist': 7942, 'heckler': 7943, 'cnbc': 7944, 'porno': 7945, 'fishermen': 7946, 'carolinas': 7947, 'defensive': 7948, 'confinement': 7949, 'mayonnaise': 7950, 'po': 7951, 'shrivel': 7952, 'vine': 7953, 'hospitalize': 7954, 'waterboarding': 7955, 'meddle': 7956, 'heartedly': 7957, 'gigi': 7958, 'aggression': 7959, 'computers': 7960, 'festivals': 7961, 'ascent': 7962, 'rendition': 7963, 'degrasse': 7964, 'psychopath': 7965, 'nonverbal': 7966, 'lamp': 7967, 'scarlett': 7968, 'johansson': 7969, 'truther': 7970, 'roland': 7971, 'optical': 7972, 'brandy': 7973, 'crestfallen': 7974, 'frappuccino': 7975, 'libido': 7976, 'pun': 7977, 'algerian': 7978, 'harlem': 7979, 'pursuit': 7980, 'chemicals': 7981, 'waltz': 7982, 'biologist': 7983, 'scenic': 7984, 'atomic': 7985, 'skeptical': 7986, 'youngest': 7987, 'unconditional': 7988, 'halls': 7989, 'valentines': 7990, 'ricky': 7991, 'lupita': 7992, 'nyong': 7993, 'alongside': 7994, 'whop': 7995, 'meltdown': 7996, 'explosives': 7997, 'batteries': 7998, 'enrich': 7999, 'uranium': 8000, 'inspection': 8001, 'americas': 8002, 'flick': 8003, 'harmony': 8004, 'laundromat': 8005, 'strife': 8006, 'idaho': 8007, 'hebdo': 8008, 'symbolic': 8009, 'maiden': 8010, 'hunky': 8011, 'inconsiderate': 8012, 'eradicate': 8013, 'proximity': 8014, 'aircraft': 8015, 'baylor': 8016, 'deforestation': 8017, 'webster': 8018, 'evaluate': 8019, 'emancipate': 8020, 'unstoppable': 8021, 'gunpoint': 8022, 'niro': 8023, 'idle': 8024, 'cab': 8025, 'desks': 8026, 'mayweather': 8027, 'chunk': 8028, 'morally': 8029, 'historically': 8030, 'planets': 8031, 'submissions': 8032, 'weld': 8033, 'dispel': 8034, 'neurotic': 8035, 'riddle': 8036, 'meteorite': 8037, 'unsung': 8038, 'plaque': 8039, 'snowmobile': 8040, 'span': 8041, 'wreckage': 8042, 'dhabi': 8043, 'labour': 8044, 'enroll': 8045, 'plaza': 8046, 'octavia': 8047, 'artistic': 8048, 'grudgingly': 8049, 'romp': 8050, 'jerky': 8051, 'santana': 8052, 'gregg': 8053, 'toby': 8054, 'brazilians': 8055, 'shakespeare': 8056, 'blacklight': 8057, 'topless': 8058, 'lookalike': 8059, 'rivera': 8060, 'silvio': 8061, 'berlusconi': 8062, 'rbg': 8063, 'oddly': 8064, 'wwi': 8065, 'puberty': 8066, 'partisan': 8067, 'enrol': 8068, 'pooh': 8069, 'peek': 8070, 'blackout': 8071, 'disembody': 8072, 'warmth': 8073, 'rivalry': 8074, 'dory': 8075, 'cantaloupe': 8076, 'kuwait': 8077, 'renounce': 8078, 'titans': 8079, 'sacred': 8080, 'antibiotic': 8081, 'lehrer': 8082, 'edward': 8083, 'clancy': 8084, 'rhyme': 8085, 'silo': 8086, 'realm': 8087, 'nationalists': 8088, 'entourage': 8089, 'allergy': 8090, 'mascot': 8091, 'raisin': 8092, 'wynn': 8093, 'conor': 8094, 'mcgregor': 8095, 'collude': 8096, 'vergara': 8097, 'implore': 8098, 'migration': 8099, 'henderson': 8100, 'sully': 8101, 'detectives': 8102, 'blend': 8103, 'cabinets': 8104, 'posture': 8105, 'selfless': 8106, 'ducklings': 8107, 'preachers': 8108, 'divest': 8109, 'graphics': 8110, 'icons': 8111, 'loot': 8112, 'steakhouse': 8113, 'patriotic': 8114, 'detach': 8115, 'rerun': 8116, 'corpses': 8117, 'lid': 8118, 'dorner': 8119, 'crimea': 8120, 'euthanize': 8121, 'hatchimals': 8122, 'abramson': 8123, 'northeast': 8124, 'censorship': 8125, 'stepmom': 8126, 'guillermo': 8127, 'inclusive': 8128, 'indulge': 8129, 'misplace': 8130, 'mahmoud': 8131, 'sopranos': 8132, 'redford': 8133, 'length': 8134, 'jeter': 8135, 'degeneres': 8136, 'nudity': 8137, 'hi': 8138, 'hindus': 8139, 'stairs': 8140, 'enemies': 8141, 'vehicles': 8142, 'positively': 8143, 'pry': 8144, 'lease': 8145, 'marble': 8146, 'axis': 8147, 'ribbon': 8148, 'battery': 8149, 'helplessly': 8150, 'mud': 8151, 'communion': 8152, 'wafer': 8153, 'rearrange': 8154, 'mastermind': 8155, 'sideline': 8156, 'aerosmith': 8157, 'resurface': 8158, 'sushi': 8159, 'careen': 8160, 'inhumane': 8161, 'dribble': 8162, 'fad': 8163, 'vein': 8164, 'extinguisher': 8165, 'routines': 8166, 'superdelegate': 8167, 'unauthorized': 8168, 'erika': 8169, 'smiley': 8170, 'revelations': 8171, 'stud': 8172, 'rourke': 8173, 'humongous': 8174, 'gleefully': 8175, 'eichner': 8176, 'boogie': 8177, 'thorny': 8178, 'marshmallow': 8179, 'breathtaking': 8180, 'airstrike': 8181, 'faithful': 8182, 'mural': 8183, 'filmmaker': 8184, 'predictor': 8185, 'sunset': 8186, 'unbelievable': 8187, 'outlast': 8188, 'thorough': 8189, 'europeans': 8190, 'besiege': 8191, 'prequel': 8192, 'promposal': 8193, 'boredom': 8194, 'woefully': 8195, 'dazzle': 8196, 'safest': 8197, 'paleontologists': 8198, 'download': 8199, 'flaunt': 8200, 'geek': 8201, 'dishwasher': 8202, 'ego': 8203, 'remix': 8204, 'fabulous': 8205, 'inspectors': 8206, 'compose': 8207, 'kobach': 8208, 'uptick': 8209, 'bead': 8210, 'beginner': 8211, 'ding': 8212, 'supermodel': 8213, 'candlelight': 8214, 'coolest': 8215, 'newton': 8216, 'chiefs': 8217, 'speculate': 8218, 'douglass': 8219, 'gambit': 8220, 'alaskan': 8221, 'technicians': 8222, 'consulate': 8223, 'ian': 8224, 'mckellen': 8225, 'albright': 8226, 'brita': 8227, 'elena': 8228, 'excessive': 8229, 'blacklivesmatter': 8230, 'dowd': 8231, 'dose': 8232, 'satirical': 8233, 'sadness': 8234, 'fart': 8235, 'abby': 8236, 'crumble': 8237, 'xl': 8238, 'greenpeace': 8239, 'erdogan': 8240, 'alba': 8241, 'en': 8242, 'personals': 8243, 'ellie': 8244, 'personalities': 8245, 'preventative': 8246, 'aboard': 8247, 'nash': 8248, 'safari': 8249, 'hardworking': 8250, 'mediate': 8251, 'scrub': 8252, 'fingerprint': 8253, 'onions': 8254, 'gq': 8255, 'mis': 8256, 'geeks': 8257, 'chastise': 8258, 'theology': 8259, 'sweetest': 8260, 'bravely': 8261, 'overthrow': 8262, 'uproar': 8263, 'fragile': 8264, 'manual': 8265, 'replay': 8266, 'undercut': 8267, 'suspiciously': 8268, 'unconstitutional': 8269, 'sore': 8270, 'oswalt': 8271, 'analogy': 8272, 'congolese': 8273, 'feces': 8274, 'inaccurate': 8275, 'ineffective': 8276, 'procrastinate': 8277, 'militias': 8278, 'glam': 8279, 'vibes': 8280, 'nutritional': 8281, 'robble': 8282, 'watchers': 8283, 'rodent': 8284, 'cuckoo': 8285, 'bracelet': 8286, 'export': 8287, 'sunny': 8288, 'embattle': 8289, 'uprise': 8290, 'tandem': 8291, 'dungeon': 8292, 'primarily': 8293, 'communicate': 8294, 'beta': 8295, 'theoretical': 8296, 'racists': 8297, 'davidson': 8298, 'retake': 8299, 'diaries': 8300, 'shelton': 8301, 'atm': 8302, 'reich': 8303, 'discernible': 8304, 'hostility': 8305, 'deray': 8306, 'mckesson': 8307, 'patty': 8308, 'metro': 8309, 'texans': 8310, 'rink': 8311, 'glee': 8312, 'hershey': 8313, 'cocky': 8314, 'guitars': 8315, 'admission': 8316, 'counterparts': 8317, 'groot': 8318, 'darwin': 8319, 'prescribe': 8320, 'froth': 8321, 'recite': 8322, 'gaunt': 8323, 'emissions': 8324, 'defective': 8325, 'wean': 8326, 'peril': 8327, 'soulful': 8328, 'nemesis': 8329, 'withdrawal': 8330, 'drowsy': 8331, 'calculate': 8332, 'trojan': 8333, 'crayon': 8334, 'mutter': 8335, 'criminalize': 8336, 'declassify': 8337, 'adulthood': 8338, 'def': 8339, 'specialize': 8340, 'belated': 8341, 'optimist': 8342, 'fringe': 8343, 'sgt': 8344, 'dumbing': 8345, 'jukebox': 8346, 'reply': 8347, 'commemorative': 8348, 'spam': 8349, 'element': 8350, 'instantly': 8351, 'dissolve': 8352, 'mower': 8353, 'hustler': 8354, 'stroller': 8355, 'fleetwood': 8356, 'lucrative': 8357, 'diploma': 8358, 'choreographer': 8359, 'farenthold': 8360, 'prediction': 8361, 'aetna': 8362, 'peach': 8363, 'trayvon': 8364, 'comparison': 8365, 'sleepover': 8366, 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'vulnerabilities': 8424, 'fiery': 8425, 'cyclone': 8426, 'patriarchy': 8427, 'reign': 8428, 'erik': 8429, 'handlers': 8430, 'predictable': 8431, 'publication': 8432, 'mohamed': 8433, 'pacs': 8434, 'fil': 8435, 'boast': 8436, 'reactions': 8437, 'overrule': 8438, 'scorch': 8439, 'terrier': 8440, 'dee': 8441, 'pavement': 8442, 'fort': 8443, 'encrypt': 8444, 'revelation': 8445, 'bound': 8446, 'scientology': 8447, 'mannequin': 8448, 'nicely': 8449, 'andreas': 8450, 'brazilian': 8451, 'leopard': 8452, 'appetizers': 8453, 'airborne': 8454, 'sienna': 8455, 'sloppy': 8456, 'suite': 8457, 'emperor': 8458, 'hamm': 8459, 'seekers': 8460, 'deter': 8461, 'newscast': 8462, 'confidant': 8463, 'mesmerize': 8464, 'heck': 8465, 'chipper': 8466, 'teammate': 8467, 'acquit': 8468, 'juan': 8469, 'deadpool': 8470, 'cape': 8471, 'blacklist': 8472, 'pollster': 8473, 'implicate': 8474, 'freshener': 8475, 'entrepreneurs': 8476, 'sweatshops': 8477, 'flourish': 8478, 'grenade': 8479, 'convenient': 8480, 'atom': 8481, 'shingle': 8482, 'buick': 8483, 'unrealistic': 8484, 'oxygen': 8485, 'ugh': 8486, 'apologies': 8487, 'harington': 8488, 'attribute': 8489, 'exclude': 8490, 'plight': 8491, 'pending': 8492, 'promotional': 8493, 'tupac': 8494, 'steroids': 8495, 'rory': 8496, 'fighters': 8497, 'dale': 8498, 'pornhub': 8499, 'glaciers': 8500, 'restoration': 8501, 'certify': 8502, 'blaine': 8503, 'endurance': 8504, 'chechen': 8505, 'unnecessary': 8506, 'barbie': 8507, 'philando': 8508, 'castile': 8509, 'obstacles': 8510, 'semen': 8511, 'underage': 8512, 'poehler': 8513, 'lace': 8514, 'iceland': 8515, 'curators': 8516, 'impulses': 8517, 'coupon': 8518, 'therapists': 8519, 'widely': 8520, 'arabian': 8521, 'menstruate': 8522, 'phish': 8523, 'lionel': 8524, 'vehemently': 8525, 'bereavement': 8526, 'switzerland': 8527, 'bogus': 8528, 'naughty': 8529, 'blur': 8530, 'wilde': 8531, 'destination': 8532, 'consolidate': 8533, 'winnings': 8534, 'bartenders': 8535, 'leo': 8536, 'circuit': 8537, 'salvage': 8538, 'vocal': 8539, 'yankee': 8540, 'seinfeld': 8541, 'mortar': 8542, 'celine': 8543, 'dion': 8544, 'cameo': 8545, 'presumptive': 8546, 'texting': 8547, 'ping': 8548, 'entrust': 8549, 'sacramento': 8550, 'finest': 8551, 'lou': 8552, 'usc': 8553, 'manipulate': 8554, 'cupcake': 8555, 'chime': 8556, 'basement': 8557, 'cultivate': 8558, 'selfish': 8559, 'fab': 8560, 'geography': 8561, 'poland': 8562, 'nerds': 8563, 'indicate': 8564, 'vienna': 8565, 'janice': 8566, 'frontrunner': 8567, 'resent': 8568, 'primer': 8569, 'heinz': 8570, 'lightning': 8571, 'sandler': 8572, 'duggar': 8573, 'conditioner': 8574, 'havana': 8575, 'disclosure': 8576, 'functional': 8577, 'accomplishments': 8578, 'awhile': 8579, 'utterly': 8580, 'booths': 8581, 'cologne': 8582, 'snowflake': 8583, 'perhaps': 8584, 'vaginal': 8585, 'anarchy': 8586, 'trailblazing': 8587, 'seamlessly': 8588, 'meg': 8589, 'institutional': 8590, 'watchman': 8591, 'sandberg': 8592, 'wealthier': 8593, 'whcd': 8594, 'concepts': 8595, 'render': 8596, 'woodward': 8597, 'shroud': 8598, 'sonoma': 8599, 'sip': 8600, 'congo': 8601, 'fiasco': 8602, 'repay': 8603, 'wider': 8604, 'vanilla': 8605, 'buns': 8606, 'tube': 8607, 'orgasm': 8608, 'debris': 8609, 'mh': 8610, 'lengthy': 8611, 'harmless': 8612, 'fiscal': 8613, 'defect': 8614, 'vestments': 8615, 'origins': 8616, 'meek': 8617, 'psychiatrists': 8618, 'thunder': 8619, 'supervisor': 8620, 'soulless': 8621, 'catacombs': 8622, 'plagiarism': 8623, 'generate': 8624, 'restrictive': 8625, 'underrepresented': 8626, 'suri': 8627, 'impatient': 8628, 'sensory': 8629, 'mosquitoes': 8630, 'migrate': 8631, 'encyclopedia': 8632, 'smoothly': 8633, 'pedestrian': 8634, 'nascar': 8635, 'pension': 8636, 'skittle': 8637, 'leelah': 8638, 'alcorn': 8639, 'slat': 8640, 'helen': 8641, 'marilyn': 8642, 'lt': 8643, 'baboon': 8644, 'misspell': 8645, 'trumpet': 8646, 'deteriorate': 8647, 'addition': 8648, 'hardline': 8649, 'tee': 8650, 'fist': 8651, 'formation': 8652, 'hassle': 8653, 'pencil': 8654, 'malala': 8655, 'fuckers': 8656, 'judd': 8657, 'supplement': 8658, 'lagerfeld': 8659, 'songwriter': 8660, 'offender': 8661, 'boutique': 8662, 'skim': 8663, 'chattanooga': 8664, 'pies': 8665, 'rickman': 8666, 'motown': 8667, 'substantial': 8668, 'lander': 8669, 'ancestor': 8670, 'conform': 8671, 'inn': 8672, 'intent': 8673, 'damore': 8674, 'wilder': 8675, 'judaism': 8676, 'ritalin': 8677, 'squeak': 8678, 'egos': 8679, 'physics': 8680, 'incorrectly': 8681, 'squash': 8682, 'surrogate': 8683, 'shootout': 8684, 'undetected': 8685, 'moderators': 8686, 'dominance': 8687, 'lyft': 8688, 'duckworth': 8689, 'chrysler': 8690, 'longevity': 8691, 'mathematician': 8692, 'cheerleader': 8693, 'hoover': 8694, 'visibility': 8695, 'chopra': 8696, 'laureate': 8697, 'dzhokhar': 8698, 'software': 8699, 'reabsorb': 8700, 'atmosphere': 8701, 'raucous': 8702, 'battleship': 8703, 'collusion': 8704, 'sparrow': 8705, 'voluntarily': 8706, 'diplomacy': 8707, 'lust': 8708, 'cattrall': 8709, 'pueblo': 8710, 'levi': 8711, 'fuzzy': 8712, 'disc': 8713, 'derive': 8714, 'botanists': 8715, 'loophole': 8716, 'bulb': 8717, 'axe': 8718, 'skier': 8719, 'ordeal': 8720, 'mobility': 8721, 'typo': 8722, 'polio': 8723, 'referee': 8724, 'mozambique': 8725, 'gisele': 8726, 'appreciate': 8727, 'jeffrey': 8728, 'omg': 8729, 'niece': 8730, 'eccentric': 8731, 'pretzel': 8732, 'wilds': 8733, 'resurrection': 8734, 'nepotism': 8735, 'mohammed': 8736, 'cautious': 8737, 'cabaret': 8738, 'void': 8739, 'institutions': 8740, 'jetblue': 8741, 'fond': 8742, 'zamboni': 8743, 'ruffalo': 8744, 'apu': 8745, 'unlicensed': 8746, 'doc': 8747, 'ostrich': 8748, 'retrospective': 8749, 'hader': 8750, 'hopefully': 8751, 'puppies': 8752, 'liner': 8753, 'abort': 8754, 'heartless': 8755, 'paterno': 8756, 'uncool': 8757, 'diplomat': 8758, 'rim': 8759, 'pip': 8760, 'amelia': 8761, 'oppress': 8762, 'weaker': 8763, 'basket': 8764, 'prioritize': 8765, 'verse': 8766, 'relatable': 8767, 'faint': 8768, 'electricity': 8769, 'verbal': 8770, 'disintegrate': 8771, 'baywatch': 8772, 'dire': 8773, 'rican': 8774, 'brainstorm': 8775, 'monoxide': 8776, 'forge': 8777, 'uh': 8778, 'oitnb': 8779, 'sinatra': 8780, 'uganda': 8781, 'mobil': 8782, 'sequence': 8783, 'dresser': 8784, 'sassy': 8785, 'obey': 8786, 'acoustic': 8787, 'tammy': 8788, 'stealth': 8789, 'backstage': 8790, 'flock': 8791, 'offerman': 8792, 'feather': 8793, 'sinister': 8794, 'filipino': 8795, 'brawny': 8796, 'settlements': 8797, 'wipers': 8798, 'resilient': 8799, 'manly': 8800, 'menopause': 8801, 'acquaintances': 8802, 'coddle': 8803, 'attacker': 8804, 'luxurious': 8805, 'cosmic': 8806, 'sadden': 8807, 'preemptively': 8808, 'warhol': 8809, 'bait': 8810, 'iowan': 8811, 'despise': 8812, 'similar': 8813, 'translator': 8814, 'lasagna': 8815, 'gentle': 8816, 'biographer': 8817, 'tend': 8818, 'stadiums': 8819, 'grindr': 8820, 'kitchenaid': 8821, 'oppendahl': 8822, 'grizzly': 8823, 'armstrong': 8824, 'sinclair': 8825, 'laborers': 8826, 'baptize': 8827, 'clich': 8828, 'skype': 8829, 'raqqa': 8830, 'omar': 8831, 'reaffirm': 8832, 'toothbrushes': 8833, 'footprints': 8834, 'funky': 8835, 'intimacy': 8836, 'elegant': 8837, 'hyland': 8838, 'catalan': 8839, 'sandusky': 8840, 'relic': 8841, 'dynasty': 8842, 'institution': 8843, 'mt': 8844, 'sympathetic': 8845, 'abusers': 8846, 'blond': 8847, 'obstruction': 8848, 'ultrasound': 8849, 'bender': 8850, 'crowe': 8851, 'mimic': 8852, 'windshield': 8853, 'bengal': 8854, 'tigers': 8855, 'illicit': 8856, 'wick': 8857, 'spite': 8858, 'immortal': 8859, 'goddess': 8860, 'prick': 8861, 'prone': 8862, 'musicals': 8863, 'penitentiary': 8864, 'lambert': 8865, 'rushmore': 8866, 'noose': 8867, 'monks': 8868, 'jen': 8869, 'confession': 8870, 'sliders': 8871, 'starship': 8872, 'spaz': 8873, 'outnumber': 8874, 'dramas': 8875, 'vandalism': 8876, 'bodybuilder': 8877, 'boob': 8878, 'accompany': 8879, 'snowstorm': 8880, 'dementia': 8881, 'segment': 8882, 'clarence': 8883, 'timothy': 8884, 'eulogy': 8885, 'uae': 8886, 'vain': 8887, 'tlc': 8888, 'canoe': 8889, 'commentary': 8890, 'secretive': 8891, 'poach': 8892, 'enemy': 8893, 'disqualify': 8894, 'misguide': 8895, 'rite': 8896, 'veggies': 8897, 'inclement': 8898, 'regard': 8899, 'treatments': 8900, 'schoolgirls': 8901, 'purely': 8902, 'gurney': 8903, 'strangely': 8904, 'florist': 8905, 'smartphones': 8906, 'smokin': 8907, 'rita': 8908, 'sinner': 8909, 'unusually': 8910, 'beaver': 8911, 'westboro': 8912, 'funerals': 8913, 'portuguese': 8914, 'fender': 8915, 'prelude': 8916, 'sparkle': 8917, 'extinguish': 8918, 'hum': 8919, 'kinney': 8920, 'spectacle': 8921, 'benjamin': 8922, 'deliberately': 8923, 'apples': 8924, 'scatter': 8925, 'untrue': 8926, 'intermission': 8927, 'covert': 8928, 'weightlifter': 8929, 'synthetic': 8930, 'bosley': 8931, 'labyrinth': 8932, 'rake': 8933, 'rollout': 8934, 'foley': 8935, 'movers': 8936, 'keen': 8937, 'twinge': 8938, 'sprawl': 8939, 'asghar': 8940, 'farhadi': 8941, 'simone': 8942, 'biles': 8943, 'danson': 8944, 'audra': 8945, 'appropriations': 8946, 'hourly': 8947, 'whitewater': 8948, 'skincare': 8949, 'schoolhouse': 8950, 'watts': 8951, 'shrek': 8952, 'godmother': 8953, 'underserved': 8954, 'freeman': 8955, 'fashionable': 8956, 'christen': 8957, 'sepp': 8958, 'blatter': 8959, 'nar': 8960, 'trespass': 8961, 'elmo': 8962, 'saturn': 8963, 'kurt': 8964, 'lo': 8965, 'monocle': 8966, 'clench': 8967, 'creed': 8968, 'largemouth': 8969, 'grandchild': 8970, 'northwest': 8971, 'irritate': 8972, 'legos': 8973, 'granite': 8974, 'ferry': 8975, 'shonda': 8976, 'rhimes': 8977, 'plantation': 8978, 'livingston': 8979, 'rugged': 8980, 'amok': 8981, 'reek': 8982, 'stephon': 8983, 'blockbusters': 8984, 'liz': 8985, 'banjo': 8986, 'clearer': 8987, 'modest': 8988, 'singers': 8989, 'sanity': 8990, 'hypochondriac': 8991, 'welder': 8992, 'dojo': 8993, 'showtime': 8994, 'apollo': 8995, 'vivid': 8996, 'discreet': 8997, 'overreach': 8998, 'gunmen': 8999, 'clay': 9000, 'insect': 9001, 'limitless': 9002, 'manners': 9003, 'swordfish': 9004, 'cinema': 9005, 'aviator': 9006, 'generally': 9007, 'eager': 9008, 'understudy': 9009, 'impervious': 9010, 'mister': 9011, 'puncture': 9012, 'carnivores': 9013, 'louvre': 9014, 'buffer': 9015, 'sacha': 9016, 'medicinal': 9017, 'lasik': 9018, 'incinerate': 9019, 'craziness': 9020, 'custom': 9021, 'chanel': 9022, 'ganymede': 9023, 'toomey': 9024, 'lukewarm': 9025, 'cactus': 9026, 'bombers': 9027, 'romero': 9028, 'spectacularly': 9029, 'rolos': 9030, 'cryptocurrency': 9031, 'hospice': 9032, 'wither': 9033, 'agony': 9034, 'untested': 9035, 'shortcomings': 9036, 'unapproved': 9037, 'timmy': 9038, 'louisville': 9039, 'hearty': 9040, 'volts': 9041, 'abolish': 9042, 'creationist': 9043, 'payback': 9044, 'blackberry': 9045, 'skywriter': 9046, 'snitch': 9047, 'substance': 9048, 'slut': 9049, 'materials': 9050, 'zeus': 9051, 'rejoin': 9052, 'bigfoot': 9053, 'publicists': 9054, 'tanzania': 9055, 'monuments': 9056, 'isil': 9057, 'euphemize': 9058, 'hellish': 9059, 'atonal': 9060, 'cache': 9061, 'fossils': 9062, 'reaper': 9063, 'malibu': 9064, 'orthodox': 9065, 'crossfit': 9066, 'gynecologist': 9067, 'homepage': 9068, 'magritte': 9069, 'flannel': 9070, 'baggage': 9071, 'mutilate': 9072, 'notorious': 9073, 'unbearable': 9074, 'overrun': 9075, 'midwest': 9076, 'twas': 9077, 'squirm': 9078, 'dysmorphia': 9079, 'sufferers': 9080, 'perception': 9081, 'indefensible': 9082, 'shortcuts': 9083, 'sant': 9084, 'undiscovered': 9085, 'pediatricians': 9086, 'nighttime': 9087, 'nicaraguan': 9088, 'centauri': 9089, 'arboretum': 9090, 'listeria': 9091, 'coordination': 9092, 'kite': 9093, 'slovenian': 9094, 'outperform': 9095, 'displease': 9096, 'wimbledon': 9097, 'endgame': 9098, 'mammal': 9099, 'powder': 9100, 'kebab': 9101, 'spanx': 9102, 'bulge': 9103, 'blurb': 9104, 'antarctic': 9105, 'observational': 9106, 'vitale': 9107, 'ugandan': 9108, 'overprice': 9109, 'starch': 9110, 'disapproval': 9111, 'expressions': 9112, 'tvs': 9113, 'deepest': 9114, 'tormund': 9115, 'lightweight': 9116, 'triangle': 9117, 'seychelles': 9118, 'racially': 9119, 'astoria': 9120, 'upstanding': 9121, 'nonetheless': 9122, 'abduction': 9123, 'lego': 9124, 'backpacker': 9125, 'instagrams': 9126, 'pepperoni': 9127, 'curfew': 9128, 'preps': 9129, 'biscuit': 9130, 'rowland': 9131, 'qualities': 9132, 'messiah': 9133, 'blowback': 9134, 'caesars': 9135, 'gravy': 9136, 'alyssa': 9137, 'reedus': 9138, 'belgrade': 9139, 'serbia': 9140, 'rfk': 9141, 'airfare': 9142, 'inexperienced': 9143, 'shameful': 9144, 'villagers': 9145, 'stickers': 9146, 'liam': 9147, 'smooch': 9148, 'burlesque': 9149, 'stretcher': 9150, 'ghoulish': 9151, 'bony': 9152, 'thinly': 9153, 'convene': 9154, 'nag': 9155, 'decipher': 9156, 'cooperate': 9157, 'interim': 9158, 'stink': 9159, 'wallpaper': 9160, 'gummy': 9161, 'jinping': 9162, 'kissinger': 9163, 'finer': 9164, 'clandestine': 9165, 'fudge': 9166, 'dislike': 9167, 'custodian': 9168, 'touchscreen': 9169, 'universally': 9170, 'dentist': 9171, 'muscular': 9172, 'complications': 9173, 'transcript': 9174, 'tabloid': 9175, 'cakewalk': 9176, 'clarinet': 9177, 'freestyle': 9178, 'bohemian': 9179, 'rhapsody': 9180, 'pillsbury': 9181, 'attorneys': 9182, 'repercussions': 9183, 'gassy': 9184, 'keebler': 9185, 'elves': 9186, 'deployment': 9187, 'broadband': 9188, 'cartel': 9189, 'surreal': 9190, 'trippy': 9191, 'belafonte': 9192, 'superpower': 9193, 'actualize': 9194, 'worlds': 9195, 'bassist': 9196, 'tara': 9197, 'kroger': 9198, 'balvin': 9199, 'wiz': 9200, 'platinum': 9201, 'kareem': 9202, 'conspire': 9203, 'dispense': 9204, 'rehearsal': 9205, 'philanthropist': 9206, 'dilma': 9207, 'rousseff': 9208, 'murderers': 9209, 'practitioner': 9210, 'adore': 9211, 'sox': 9212, 'milan': 9213, 'strictest': 9214, 'nebraska': 9215, 'dishonorable': 9216, 'shredder': 9217, 'eckhart': 9218, 'unkempt': 9219, 'panty': 9220, 'glaad': 9221, 'horner': 9222, 'brody': 9223, 'kohl': 9224, 'wnba': 9225, 'doughnut': 9226, 'pulp': 9227, 'graveyard': 9228, 'candidacy': 9229, 'scissor': 9230, 'sheen': 9231, 'safeguard': 9232, 'cognitive': 9233, 'magna': 9234, 'carta': 9235, 'unify': 9236, 'incentives': 9237, 'wong': 9238, 'parachute': 9239, 'autumn': 9240, 'procter': 9241, 'menstruation': 9242, 'supposedly': 9243, 'cherokee': 9244, 'bluetooth': 9245, 'envoy': 9246, 'missionary': 9247, 'contradictions': 9248, 'covenant': 9249, 'liberia': 9250, 'interruption': 9251, 'strongman': 9252, 'dateline': 9253, 'alexandra': 9254, 'technically': 9255, 'insecurity': 9256, 'kelley': 9257, 'chemo': 9258, 'sexualize': 9259, 'octogenarian': 9260, 'instructional': 9261, 'reap': 9262, 'masturbation': 9263, 'gilligan': 9264, 'hague': 9265, 'quake': 9266, 'arete': 9267, 'scorpions': 9268, 'illuminate': 9269, 'payne': 9270, 'observation': 9271, 'digitize': 9272, 'skateboarder': 9273, 'foreigners': 9274, 'iss': 9275, 'louie': 9276, 'gohmert': 9277, 'reflex': 9278, 'jug': 9279, 'uncouple': 9280, 'revitalize': 9281, 'liability': 9282, 'marker': 9283, 'deaver': 9284, 'moby': 9285, 'portman': 9286, 'shatner': 9287, 'nimoy': 9288, 'restless': 9289, 'lousy': 9290, 'celestial': 9291, 'utopia': 9292, 'albanian': 9293, 'sanford': 9294, 'fiancee': 9295, 'lawnmower': 9296, 'peeve': 9297, 'pivot': 9298, 'einstein': 9299, 'vaguely': 9300, 'pantyhose': 9301, 'kmart': 9302, 'discharge': 9303, 'airasia': 9304, 'ancestors': 9305, 'blooper': 9306, 'chin': 9307, 'wackiest': 9308, 'audit': 9309, 'ck': 9310, 'preet': 9311, 'bharara': 9312, 'sedentary': 9313, 'placenta': 9314, 'kashmir': 9315, 'crocs': 9316, 'inseparable': 9317, 'proceed': 9318, 'reverently': 9319, 'unanswered': 9320, 'wellness': 9321, 'dawkins': 9322, 'crock': 9323, 'casa': 9324, 'pizzas': 9325, 'outlandish': 9326, 'spa': 9327, 'halperin': 9328, 'profoundly': 9329, 'detox': 9330, 'gatorade': 9331, 'nihilistic': 9332, 'uruguay': 9333, 'polarize': 9334, 'patagonia': 9335, 'fleece': 9336, 'buzzer': 9337, 'sur': 9338, 'directv': 9339, 'memoirs': 9340, 'fahrenheit': 9341, 'unmoved': 9342, 'abraham': 9343, 'orville': 9344, 'generosity': 9345, 'streetcar': 9346, 'quash': 9347, 'kalief': 9348, 'browder': 9349, 'possessions': 9350, 'hologram': 9351, 'breeze': 9352, 'visine': 9353, 'buffoon': 9354, 'comprehend': 9355, 'je': 9356, 'recreation': 9357, 'armageddon': 9358, 'archaeological': 9359, 'quinoa': 9360, 'kingpin': 9361, 'grandmas': 9362, 'squat': 9363, 'wanda': 9364, 'diss': 9365, 'bbq': 9366, 'loyalists': 9367, 'jorge': 9368, 'ramos': 9369, 'sophisticate': 9370, 'denis': 9371, 'freelancers': 9372, 'boyfriends': 9373, 'flyover': 9374, 'montreal': 9375, 'width': 9376, 'biodiversity': 9377, 'famed': 9378, 'birmingham': 9379, 'raft': 9380, 'instrument': 9381, 'ahca': 9382, 'overestimate': 9383, 'grumble': 9384, 'rehabilitate': 9385, 'banker': 9386, 'hayley': 9387, 'floppy': 9388, 'disk': 9389, 'autocratic': 9390, 'sonny': 9391, 'rebuttal': 9392, 'fetishist': 9393, 'kayak': 9394, 'redrawing': 9395, 'childfree': 9396, 'cummings': 9397, 'molly': 9398, 'hatchet': 9399, 'rollerblade': 9400, 'samberg': 9401, 'retention': 9402, 'sebastian': 9403, 'radically': 9404, 'medieval': 9405, 'camel': 9406, 'toback': 9407, 'maggot': 9408, 'flagrantly': 9409, 'wren': 9410, 'relapse': 9411, 'vastly': 9412, 'cracker': 9413, 'latte': 9414, 'hesitate': 9415, 'provoke': 9416, 'pouch': 9417, 'electrical': 9418, 'frolic': 9419, 'uss': 9420, 'nugget': 9421, 'oblivious': 9422, 'crunchy': 9423, 'rubber': 9424, 'maniac': 9425, 'dislodge': 9426, 'constituency': 9427, 'sino': 9428, 'landfill': 9429, 'viable': 9430, 'sentient': 9431, 'shamanism': 9432, 'cinnabon': 9433, 'pastries': 9434, 'troy': 9435, 'mutants': 9436, 'shaun': 9437, 'dispatch': 9438, 'valderrama': 9439, 'mcnugget': 9440, 'hinge': 9441, 'tier': 9442, 'vinci': 9443, 'litter': 9444, 'passive': 9445, 'totter': 9446, 'beam': 9447, 'indonesian': 9448, 'restroom': 9449, 'hymn': 9450, 'various': 9451, 'wartime': 9452, 'rockwell': 9453, 'dalai': 9454, 'lama': 9455, 'markers': 9456, 'raccoons': 9457, 'frontal': 9458, 'ozone': 9459, 'retweeting': 9460, 'sunnis': 9461, 'fallujah': 9462, 'rudder': 9463, 'infinite': 9464, 'velociraptor': 9465, 'jurassic': 9466, 'battleground': 9467, 'bison': 9468, 'chattman': 9469, 'suvs': 9470, 'bermuda': 9471, 'pikachu': 9472, 'lollapalooza': 9473, 'slug': 9474, 'enterprise': 9475, 'landslide': 9476, 'ravine': 9477, 'phillie': 9478, 'phanatic': 9479, 'comprehension': 9480, 'flavorless': 9481, 'regale': 9482, 'psycho': 9483, 'amphitheater': 9484, 'busybody': 9485, 'boris': 9486, 'yeltsin': 9487, 'pg': 9488, 'seoul': 9489, 'altitude': 9490, 'firmly': 9491, 'lois': 9492, 'lypsinka': 9493, 'mozart': 9494, 'nickelback': 9495, 'frugal': 9496, 'biotech': 9497, 'unidentified': 9498, 'infect': 9499, 'pistachio': 9500, 'sincerely': 9501, 'jo': 9502, 'russiagate': 9503, 'predatory': 9504, 'carroll': 9505, 'orient': 9506, 'ethiopia': 9507, 'knowingly': 9508, 'barb': 9509, 'flawless': 9510, 'seeker': 9511, 'vinyl': 9512, 'natives': 9513, 'scooby': 9514, 'explicit': 9515, 'brent': 9516, 'cubans': 9517, 'styx': 9518, 'talkative': 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10473, 'mandy': 10474, 'icbm': 10475, 'discriminatory': 10476, 'revolt': 10477, 'socioeconomic': 10478, 'bracket': 10479, 'morty': 10480, 'stylist': 10481, 'omit': 10482, 'uninterested': 10483, 'goulding': 10484, 'instinctively': 10485, 'footballs': 10486, 'pedophile': 10487, 'suburb': 10488, 'heirs': 10489, 'attenborough': 10490, 'wu': 10491, 'tang': 10492, 'clan': 10493, 'slideshow': 10494, 'anguish': 10495, 'sultry': 10496, 'fluent': 10497, 'sleek': 10498, 'foxconn': 10499, 'carrey': 10500, 'danielle': 10501, 'macdonald': 10502, 'unforgivable': 10503, 'mackenzie': 10504, 'distractions': 10505, 'chibok': 10506, 'prodigy': 10507, 'fable': 10508, 'guru': 10509, 'enthusiastic': 10510, 'passerby': 10511, 'timeline': 10512, 'zodiac': 10513, 'restrooms': 10514, 'liechtenstein': 10515, 'skunk': 10516, 'renovate': 10517, 'tickle': 10518, 'gadot': 10519, 'racy': 10520, 'icky': 10521, 'geithner': 10522, 'freshness': 10523, 'psych': 10524, 'evasion': 10525, 'manipulation': 10526, 'reuse': 10527, 'eyelashes': 10528, 'arlington': 10529, 'crackers': 10530, 'scanner': 10531, 'secrecy': 10532, 'colonization': 10533, 'funnies': 10534, 'dryers': 10535, 'investor': 10536, 'hemingway': 10537, 'usually': 10538, 'pharmacy': 10539, 'feedback': 10540, 'misogynist': 10541, 'premiums': 10542, 'glands': 10543, 'encase': 10544, 'ar': 10545, 'hater': 10546, 'programmatic': 10547, 'jameson': 10548, 'electrify': 10549, 'clearances': 10550, 'harley': 10551, 'clingy': 10552, 'dobrev': 10553, 'deprecate': 10554, 'mocha': 10555, 'bmw': 10556, 'bungle': 10557, 'lube': 10558, 'honduran': 10559, 'marc': 10560, 'colonialism': 10561, 'screenplay': 10562, 'exile': 10563, 'sentiment': 10564, 'norm': 10565, 'col': 10566, 'catherine': 10567, 'iheartradio': 10568, 'pregnancies': 10569, 'threesome': 10570, 'burmese': 10571, 'warwick': 10572, 'bobbi': 10573, 'kristina': 10574, 'sludge': 10575, 'dune': 10576, 'hordes': 10577, 'rust': 10578, 'ingrown': 10579, 'tango': 10580, 'mailer': 10581, 'popovich': 10582, 'flexible': 10583, 'insecure': 10584, 'ransom': 10585, 'cruelly': 10586, 'xavier': 10587, 'dolan': 10588, 'accurately': 10589, 'carousel': 10590, 'deadlocked': 10591, 'osha': 10592, 'ops': 10593, 'throats': 10594, 'apathy': 10595, 'skeletons': 10596, 'infectious': 10597, 'avenge': 10598, 'tarantula': 10599, 'khlo': 10600, 'marsh': 10601, 'unwinnable': 10602, 'foolproof': 10603, 'jewry': 10604, 'herb': 10605, 'casualties': 10606, 'moltzvah': 10607, 'impersonate': 10608, 'cuisine': 10609, 'darkest': 10610, 'forklift': 10611, 'stepson': 10612, 'ahs': 10613, 'teasers': 10614, 'fives': 10615, 'crouch': 10616, 'bod': 10617, 'jockey': 10618, 'draftkings': 10619, 'gummi': 10620, 'unharmed': 10621, 'pita': 10622, 'huh': 10623, 'disguise': 10624, 'contender': 10625, 'attractions': 10626, 'adnan': 10627, 'syed': 10628, 'guitarist': 10629, 'delaria': 10630, 'obedience': 10631, 'freely': 10632, 'napkins': 10633, 'honduras': 10634, 'afi': 10635, 'quantum': 10636, 'menendez': 10637, 'voucher': 10638, 'psychotic': 10639, 'literature': 10640, 'logan': 10641, 'juniors': 10642, 'softly': 10643, 'heterosexual': 10644, 'rumour': 10645, 'kimora': 10646, 'darn': 10647, 'kleenex': 10648, 'inadequately': 10649, 'warfare': 10650, 'uncontrollably': 10651, 'encouragement': 10652, 'decriminalize': 10653, 'tri': 10654, 'magnificent': 10655, 'grasshopper': 10656, 'trumpian': 10657, 'spokeswoman': 10658, 'gabby': 10659, 'giffords': 10660, 'recommit': 10661, 'treatable': 10662, 'contort': 10663, 'hellmann': 10664, 'heir': 10665, 'jpmorgan': 10666, 'ouija': 10667, 'prairie': 10668, 'manga': 10669, 'butterball': 10670, 'woodwork': 10671, 'robocall': 10672, 'culturally': 10673, 'proudest': 10674, 'conventionally': 10675, 'chaotic': 10676, 'beekeeper': 10677, 'wrestler': 10678, 'takedown': 10679, 'succeed': 10680, 'burke': 10681, 'halle': 10682, 'medals': 10683, 'wiener': 10684, 'alfonso': 10685, 'ribeiro': 10686, 'dumpling': 10687, 'darling': 10688, 'scripps': 10689, 'disturbance': 10690, 'sprite': 10691, 'cola': 10692, 'emerson': 10693, 'cere': 10694, 'rekindle': 10695, 'winston': 10696, 'hypnotic': 10697, 'cyberattack': 10698, 'australians': 10699, 'airways': 10700, 'yearly': 10701, 'storybook': 10702, 'jingle': 10703, 'rodeo': 10704, 'merchandise': 10705, 'ginger': 10706, 'missions': 10707, 'angst': 10708, 'stool': 10709, 'rerouting': 10710, 'kkk': 10711, 'headscarf': 10712, 'vibrate': 10713, 'redesign': 10714, 'kramer': 10715, 'wisely': 10716, 'feeble': 10717, 'schism': 10718, 'toni': 10719, 'braxton': 10720, 'unbreak': 10721, 'plat': 10722, 'formulate': 10723, 'hinder': 10724, 'pharoah': 10725, 'sizemore': 10726, 'kotex': 10727, 'confetti': 10728, 'popper': 10729, 'levitt': 10730, 'vanquish': 10731, 'goblet': 10732, 'subhuman': 10733, 'ethan': 10734, 'hawke': 10735, 'laurel': 10736, 'pringles': 10737, 'skid': 10738, 'masochists': 10739, 'outpouring': 10740, 'nas': 10741, 'momoa': 10742, 'twentysomething': 10743, 'flume': 10744, 'nicky': 10745, 'predictably': 10746, 'melanie': 10747, 'superintendent': 10748, 'zachary': 10749, 'quinto': 10750, 'territory': 10751, 'robotics': 10752, 'videotape': 10753, 'walkway': 10754, 'ugliness': 10755, 'hush': 10756, 'cellmate': 10757, 'tuberculosis': 10758, 'obvi': 10759, 'laffy': 10760, 'taffy': 10761, 'joyful': 10762, 'milestones': 10763, 'celebrations': 10764, 'eternally': 10765, 'phenomenon': 10766, 'thaw': 10767, 'shards': 10768, 'bouquet': 10769, 'showerhead': 10770, 'goer': 10771, 'anorexia': 10772, 'credible': 10773, 'univision': 10774, 'hairdresser': 10775, 'butcher': 10776, 'narratives': 10777, 'trimester': 10778, 'otter': 10779, 'taller': 10780, 'livable': 10781, 'drinker': 10782, 'fluorescent': 10783, 'burglary': 10784, 'bystander': 10785, 'solitaire': 10786, 'ailey': 10787, 'albany': 10788, 'coco': 10789, 'believers': 10790, 'atop': 10791, 'pompous': 10792, 'aficionado': 10793, 'reiner': 10794, 'profess': 10795, 'goth': 10796, 'imdb': 10797, 'specifics': 10798, 'unnamed': 10799, 'edgy': 10800, 'seaside': 10801, 'eject': 10802, 'womanhood': 10803, 'homemaker': 10804, 'octopus': 10805, 'leah': 10806, 'remini': 10807, 'slater': 10808, 'tbs': 10809, 'marshall': 10810, 'successor': 10811, 'expendables': 10812, 'demographics': 10813, 'hoagie': 10814, 'observations': 10815, 'southeast': 10816, 'devito': 10817, 'huff': 10818, 'brooke': 10819, 'hugo': 10820, 'startups': 10821, 'dictator': 10822, 'murals': 10823, 'portable': 10824, 'treasurer': 10825, 'scenarios': 10826, 'disfigure': 10827, 'snapshot': 10828, 'teresa': 10829, 'julius': 10830, 'itunes': 10831, 'markered': 10832, 'gossip': 10833, 'gorge': 10834, 'geode': 10835, 'innocuous': 10836, 'deng': 10837, 'xiaoping': 10838, 'traumatize': 10839, 'dock': 10840, 'primal': 10841, 'lightsaber': 10842, 'cbo': 10843, 'cleric': 10844, 'marlboro': 10845, 'sinus': 10846, 'compassionate': 10847, 'randy': 10848, 'telemedicine': 10849, 'resurrect': 10850, 'strangulation': 10851, 'turret': 10852, 'malaysian': 10853, 'motive': 10854, 'nerdy': 10855, 'belgian': 10856, 'harvest': 10857, 'legislate': 10858, 'tow': 10859, 'regal': 10860, 'cellulite': 10861, 'settings': 10862, 'recreational': 10863, 'distinction': 10864, 'nauseous': 10865, 'cellar': 10866, 'statehouse': 10867, 'wigs': 10868, 'ledecky': 10869, 'manifest': 10870, 'janelle': 10871, 'hbcus': 10872, 'mapplethorpe': 10873, 'escalation': 10874, 'lava': 10875, 'giggle': 10876, 'clint': 10877, 'misconceptions': 10878, 'hebrew': 10879, 'chippewa': 10880, 'suppress': 10881, 'diver': 10882, 'scallop': 10883, 'renowned': 10884, 'ornithologist': 10885, 'inadequate': 10886, 'intercourse': 10887, 'pagos': 10888, 'earbuds': 10889, 'ariel': 10890, 'granddaughter': 10891, 'archdiocese': 10892, 'guardian': 10893, 'ja': 10894, 'vu': 10895, 'exclamation': 10896, 'gabriel': 10897, 'loc': 10898, 'glamour': 10899, 'fabled': 10900, 'solstice': 10901, 'sumptuous': 10902, 'vary': 10903, 'doobie': 10904, 'hygiene': 10905, 'dubious': 10906, 'moss': 10907, 'bowe': 10908, 'contend': 10909, 'motorize': 10910, 'rosetta': 10911, 'epitome': 10912, 'raspberry': 10913, 'frankenstein': 10914, 'embezzlement': 10915, 'pta': 10916, 'mitzvah': 10917, 'typecast': 10918, 'gentleman': 10919, 'jiffy': 10920, 'dilapidate': 10921, 'adequately': 10922, 'winslet': 10923, 'regressive': 10924, 'discourse': 10925, 'conclusions': 10926, 'woodpecker': 10927, 'adventurous': 10928, 'orangutan': 10929, 'underscore': 10930, 'messi': 10931, 'bahamas': 10932, 'graciously': 10933, 'audible': 10934, 'relative': 10935, 'poultry': 10936, 'hardly': 10937, 'adrift': 10938, 'bendy': 10939, 'jamal': 10940, 'hurtful': 10941, 'fatherhood': 10942, 'intersection': 10943, 'cellphone': 10944, 'crucifixion': 10945, 'zsa': 10946, 'maybelline': 10947, 'mighty': 10948, 'baker': 10949, 'windfall': 10950, 'conclusion': 10951, 'devotion': 10952, 'facilities': 10953, 'profanity': 10954, 'seminar': 10955, 'preside': 10956, 'bestow': 10957, 'joplin': 10958, 'format': 10959, 'cram': 10960, 'gardner': 10961, 'bipartisanship': 10962, 'fireflies': 10963, 'irl': 10964, 'fork': 10965, 'detractors': 10966, 'orphanage': 10967, 'buzzword': 10968, 'despacito': 10969, 'translation': 10970, 'disagreements': 10971, 'interracial': 10972, 'pixies': 10973, 'staunch': 10974, 'enquirer': 10975, 'overrate': 10976, 'monteith': 10977, 'lemonade': 10978, 'cafeteria': 10979, 'outcomes': 10980, 'intercontinental': 10981, 'disapprove': 10982, 'plummer': 10983, 'feign': 10984, 'anonymously': 10985, 'sensitivity': 10986, 'cond': 10987, 'nast': 10988, 'lori': 10989, 'loughlin': 10990, 'performances': 10991, 'resuscitate': 10992, 'amc': 10993, 'rescuer': 10994, 'oily': 10995, 'mercifully': 10996, 'batch': 10997, 'socal': 10998, 'oven': 10999, 'uighur': 11000, 'cliffhanger': 11001, 'somethings': 11002, 'decadent': 11003, 'watkins': 11004, 'comfy': 11005, 'distribute': 11006, 'pharaoh': 11007, 'persist': 11008, 'autonomy': 11009, 'bro': 11010, 'hopeless': 11011, 'statehood': 11012, 'latex': 11013, 'narco': 11014, 'sunrise': 11015, 'suburbanite': 11016, 'salma': 11017, 'hayek': 11018, 'involvement': 11019, 'radicalization': 11020, 'contestant': 11021, 'pistol': 11022, 'gangsta': 11023, 'frankie': 11024, 'blankenship': 11025, 'vengeance': 11026, 'inventions': 11027, 'supergroup': 11028, 'pond': 11029, 'handsy': 11030, 'dramatically': 11031, 'oaths': 11032, 'masturbator': 11033, 'orientation': 11034, 'dedication': 11035, 'sealant': 11036, 'gandhi': 11037, 'lightsabers': 11038, 'implode': 11039, 'mumbai': 11040, 'tester': 11041, 'canon': 11042, 'sunscreen': 11043, 'triumphantly': 11044, 'ought': 11045, 'schizophrenic': 11046, 'wrestlers': 11047, 'whitman': 11048, 'mussolini': 11049, 'intentions': 11050, 'geopolitical': 11051, 'drastically': 11052, 'ficus': 11053, 'robinson': 11054, 'zinn': 11055, 'polluters': 11056, 'narrate': 11057, 'ransack': 11058, 'obsessively': 11059, 'disbelief': 11060, 'intentional': 11061, 'offbeat': 11062, 'ty': 11063, 'herndon': 11064, 'fetch': 11065, 'daley': 11066, 'purina': 11067, 'frankly': 11068, 'altoid': 11069, 'nevertrump': 11070, 'cascade': 11071, 'ammunition': 11072, 'pong': 11073, 'fuss': 11074, 'symbolism': 11075, 'incorporate': 11076, 'buster': 11077, 'franzen': 11078, 'idyllic': 11079, 'continent': 11080, 'allegation': 11081, 'deceptive': 11082, 'nafta': 11083, 'insurer': 11084, 'clarissa': 11085, 'custard': 11086, 'tens': 11087, 'dempsey': 11088, 'berserk': 11089, 'descent': 11090, 'quota': 11091, 'undiagnosed': 11092, 'wrongdoing': 11093, 'futility': 11094, 'contrarian': 11095, 'consensus': 11096, 'heather': 11097, 'illegally': 11098, 'phillips': 11099, 'mulligan': 11100, 'gifs': 11101, 'grizzlies': 11102, 'gentlemen': 11103, 'gymnasium': 11104, 'anita': 11105, 'snowboarders': 11106, 'scully': 11107, 'unseen': 11108, 'rollins': 11109, 'greeks': 11110, 'dslr': 11111, 'cobble': 11112, 'wooded': 11113, 'equipment': 11114, 'willingly': 11115, 'fend': 11116, 'arias': 11117, 'tub': 11118, 'stamos': 11119, 'sellout': 11120, 'vulgar': 11121, 'blm': 11122, 'mobilize': 11123, 'reps': 11124, 'playoffs': 11125, 'mcdonnell': 11126, 'rebecca': 11127, 'biz': 11128, 'suckers': 11129, 'zogby': 11130, 'educators': 11131, 'comply': 11132, 'ecstatic': 11133, 'redbox': 11134, 'posse': 11135, 'worm': 11136, 'splash': 11137, 'indianapolis': 11138, 'recline': 11139, 'sunlight': 11140, 'jewel': 11141, 'layout': 11142, 'underneath': 11143, 'shia': 11144, 'destroyer': 11145, 'gynecologists': 11146, 'backlogged': 11147, 'bits': 11148, 'paranormal': 11149, 'senility': 11150, 'decor': 11151, 'expiration': 11152, 'tailgate': 11153, 'morton': 11154, 'coli': 11155, 'assassinate': 11156, 'mercury': 11157, 'mustache': 11158, 'hydrant': 11159, 'gunk': 11160, 'weasel': 11161, 'mend': 11162, 'unspoken': 11163, 'exceptional': 11164, 'dermatologists': 11165, 'eileen': 11166, 'gervais': 11167, 'vampires': 11168, 'dishevel': 11169, 'clapton': 11170, 'trucker': 11171, 'destine': 11172, 'majestic': 11173, 'excommunication': 11174, 'milkshake': 11175, 'erivo': 11176, 'aloof': 11177, 'snape': 11178, 'popsicle': 11179, 'epiphany': 11180, 'marshal': 11181, 'avenue': 11182, 'brunt': 11183, 'jasmine': 11184, 'anthrax': 11185, 'pistachios': 11186, 'eggers': 11187, 'vodka': 11188, 'bunker': 11189, 'divers': 11190, 'circumstances': 11191, 'virtue': 11192, 'checker': 11193, 'skewer': 11194, 'differ': 11195, 'keanu': 11196, 'reeve': 11197, 'enchilada': 11198, 'subside': 11199, 'slush': 11200, 'cutler': 11201, 'dystopia': 11202, 'laborer': 11203, 'gloria': 11204, 'improbable': 11205, 'boozy': 11206, 'madrid': 11207, 'claritin': 11208, 'kristol': 11209, 'suzanne': 11210, 'sensors': 11211, 'et': 11212, 'logical': 11213, 'laud': 11214, 'neutral': 11215, 'unheard': 11216, 'treater': 11217, 'cranston': 11218, 'camaros': 11219, 'sylvia': 11220, 'pinch': 11221, 'amish': 11222, 'lamprey': 11223, 'umbrella': 11224, 'honesty': 11225, 'chesney': 11226, 'hormonal': 11227, 'stonehenge': 11228, 'pornographic': 11229, 'disrespectful': 11230, 'motor': 11231, 'transmute': 11232, 'sioux': 11233, 'distress': 11234, 'beep': 11235, 'noticeably': 11236, 'effigies': 11237, 'abridge': 11238, 'visionary': 11239, 'ponder': 11240, 'toadstool': 11241, 'religions': 11242, 'foie': 11243, 'gras': 11244, 'twister': 11245, 'offset': 11246, 'footprint': 11247, 'completion': 11248, 'scumbag': 11249, 'evoke': 11250, 'uma': 11251, 'thurman': 11252, 'sire': 11253, 'conception': 11254, 'arne': 11255, 'exhibition': 11256, 'percentage': 11257, 'robertson': 11258, 'vaccination': 11259, 'kattan': 11260, 'overdue': 11261, 'improper': 11262, 'ibm': 11263, 'bitterly': 11264, 'freedoms': 11265, 'propecia': 11266, 'goers': 11267, 'infertile': 11268, 'emit': 11269, 'psychiatric': 11270, 'truthful': 11271, 'rocketman': 11272, 'standout': 11273, 'beanie': 11274, 'pinpoint': 11275, 'caddy': 11276, 'multicolor': 11277, 'lumber': 11278, 'researcher': 11279, 'mattis': 11280, 'fiat': 11281, 'sweaty': 11282, 'phony': 11283, 'gondolier': 11284, 'toughest': 11285, 'charisma': 11286, 'rabies': 11287, 'parliamentary': 11288, 'priyanka': 11289, 'barneys': 11290, 'miniskirt': 11291, 'phlegm': 11292, 'pounce': 11293, 'revamp': 11294, 'dwindle': 11295, 'insta': 11296, 'admiral': 11297, 'drench': 11298, 'profiteer': 11299, 'classical': 11300, 'na': 11301, 'repudiate': 11302, 'rear': 11303, 'headset': 11304, 'beethoven': 11305, 'legislator': 11306, 'schneiderman': 11307, 'vaccinations': 11308, 'khamenei': 11309, 'silas': 11310, 'statewide': 11311, 'eiffel': 11312, 'vanessa': 11313, 'doppelg': 11314, 'nger': 11315, 'miraculously': 11316, 'rubble': 11317, 'outstanding': 11318, 'traffickers': 11319, 'bout': 11320, 'appetite': 11321, 'truce': 11322, 'cadbury': 11323, 'creme': 11324, 'cynical': 11325, 'daraya': 11326, 'heady': 11327, 'grecian': 11328, 'credibility': 11329, 'educational': 11330, 'outpace': 11331, 'fanatics': 11332, 'banish': 11333, 'doorway': 11334, 'morality': 11335, 'reminisce': 11336, 'tapas': 11337, 'roil': 11338, 'patriotism': 11339, 'senile': 11340, 'lobsters': 11341, 'hoverboard': 11342, 'sorrow': 11343, 'beverly': 11344, 'auctioneer': 11345, 'probation': 11346, 'banners': 11347, 'posterity': 11348, 'scotch': 11349, 'gump': 11350, 'politely': 11351, 'groundhog': 11352, 'kasparov': 11353, 'getaways': 11354, 'clients': 11355, 'di': 11356, 'firenze': 11357, 'williamson': 11358, 'hamsters': 11359, 'asses': 11360, 'circumcise': 11361, 'skywalker': 11362, 'bundchen': 11363, 'normalcy': 11364, 'transcendent': 11365, 'significance': 11366, 'closely': 11367, 'backseat': 11368, 'bugle': 11369, 'miscarriage': 11370, 'conundrum': 11371, 'canvass': 11372, 'acetaminophen': 11373, 'oversize': 11374, 'emergence': 11375, 'barker': 11376, 'barron': 11377, 'slugger': 11378, 'travolta': 11379, 'skilled': 11380, 'sotheby': 11381, 'itch': 11382, 'butch': 11383, 'monroe': 11384, 'potty': 11385, 'unwilling': 11386, 'skydive': 11387, 'ibtihaj': 11388, 'ledge': 11389, 'obligation': 11390, 'rigorous': 11391, 'synergy': 11392, 'fluster': 11393, 'fundamentalist': 11394, 'handwritten': 11395, 'socialism': 11396, 'priscilla': 11397, 'spinster': 11398, 'showcase': 11399, 'flutter': 11400, 'shuttlecock': 11401, 'welter': 11402, 'pew': 11403, 'seasonally': 11404, 'unpatriotic': 11405, 'subsidize': 11406, 'surinamese': 11407, 'standby': 11408, 'childless': 11409, 'atv': 11410, 'wino': 11411, 'lebowski': 11412, 'grassroots': 11413, 'quadruple': 11414, 'priority': 11415, 'bornstein': 11416, 'marketer': 11417, 'capsize': 11418, 'contentedly': 11419, 'misappropriate': 11420, 'medics': 11421, 'calorie': 11422, 'heartbreakingly': 11423, 'unseat': 11424, 'shakira': 11425, 'organizations': 11426, 'denzel': 11427, 'tingle': 11428, 'communication': 11429, 'thailand': 11430, 'inflate': 11431, 'pajamas': 11432, 'prosecution': 11433, 'wreath': 11434, 'commerce': 11435, 'framework': 11436, 'shithead': 11437, 'bandmates': 11438, 'disorient': 11439, 'energize': 11440, 'centuries': 11441, 'superpowers': 11442, 'impersonation': 11443, 'brewers': 11444, 'priceless': 11445, 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'ingenious': 12368, 'populations': 12369, 'tooba': 12370, 'marwat': 12371, 'signarama': 12372, 'sportswear': 12373, 'decency': 12374, 'raoul': 12375, 'wallenberg': 12376, 'quadruplets': 12377, 'shanghai': 12378, 'scholar': 12379, 'spokesmodels': 12380, 'examiner': 12381, 'amonderez': 12382, 'chauvinist': 12383, 'decompression': 12384, 'zoroastrianism': 12385, 'axact': 12386, 'marshmallows': 12387, 'utmost': 12388, 'disclosures': 12389, 'rebound': 12390, 'leaky': 12391, 'potemkin': 12392, 'villages': 12393, 'galen': 12394, 'sop': 12395, 'renal': 12396, 'fallible': 12397, 'deficiency': 12398, 'almighty': 12399, 'sentimental': 12400, 'buckley': 12401, 'dubose': 12402, 'critter': 12403, 'affordability': 12404, 'attainment': 12405, 'babble': 12406, 'emts': 12407, 'accelerator': 12408, 'overstock': 12409, 'ashore': 12410, 'disaffect': 12411, 'gravitate': 12412, 'nazism': 12413, 'landfall': 12414, 'conceptual': 12415, 'canby': 12416, 'overlong': 12417, 'piracy': 12418, 'pipelines': 12419, 'rework': 12420, 'amplify': 12421, 'recessive': 12422, 'thirteenth': 12423, 'tragedies': 12424, 'milla': 12425, 'jovovich': 12426, 'marlee': 12427, 'matlin': 12428, 'honorary': 12429, 'whitfield': 12430, 'resound': 12431, 'vaulter': 12432, 'chronically': 12433, 'feral': 12434, 'printout': 12435, 'stigmas': 12436, 'plotholes': 12437, 'wonk': 12438, 'shtick': 12439, 'onslaught': 12440, 'rommel': 12441, 'hummel': 12442, 'flabbergast': 12443, 'uncommon': 12444, 'sweatpants': 12445, 'lanthanum': 12446, 'pythons': 12447, 'helens': 12448, 'trustworthy': 12449, 'defiantly': 12450, 'scone': 12451, 'carpe': 12452, 'diem': 12453, 'aneurysms': 12454, 'halfpipe': 12455, 'micro': 12456, 'circa': 12457, 'gayby': 12458, 'theodore': 12459, 'scavenger': 12460, 'fios': 12461, 'fttp': 12462, 'cronyist': 12463, 'dali': 12464, 'gobbler': 12465, 'parentheses': 12466, 'yoke': 12467, 'franz': 12468, 'ferdinand': 12469, 'gavrilo': 12470, 'princip': 12471, 'lipinski': 12472, 'weir': 12473, 'gorillagram': 12474, 'khalifa': 12475, 'fetty': 12476, 'wap': 12477, 'omi': 12478, 'grrrl': 12479, 'hsn': 12480, 'googlers': 12481, 'pasty': 12482, 'macho': 12483, 'bernin': 12484, 'certainty': 12485, 'jihadists': 12486, 'woodcrafts': 12487, 'salaries': 12488, 'doe': 12489, 'punishments': 12490, 'asp': 12491, 'dumbasses': 12492, 'tot': 12493, 'feelers': 12494, 'apeshit': 12495, 'giver': 12496, 'ag': 12497, 'copycats': 12498, 'rebuff': 12499, 'aerial': 12500, 'feverishly': 12501, 'mirena': 12502, 'intrauterine': 12503, 'preparedness': 12504, 'undies': 12505, 'gillian': 12506, 'jacobs': 12507, 'helmut': 12508, 'uv': 12509, 'radiation': 12510, 'collegiate': 12511, 'caliphate': 12512, 'theall': 12513, 'palahniuk': 12514, 'moira': 12515, 'mactaggert': 12516, 'myung': 12517, 'oblige': 12518, 'flintoff': 12519, 'sonorous': 12520, 'modulate': 12521, 'obscenities': 12522, 'yin': 12523, 'inroads': 12524, 'grandbaby': 12525, 'aphasia': 12526, 'fullness': 12527, 'bleak': 12528, 'trickortreatin': 12529, 'porcelain': 12530, 'dinnerware': 12531, 'superbly': 12532, 'decathlon': 12533, 'bowlmate': 12534, 'thinkers': 12535, 'surreality': 12536, 'marrow': 12537, 'caylee': 12538, 'snapcash': 12539, 'seediest': 12540, 'pandas': 12541, 'joss': 12542, 'whedon': 12543, 'herbs': 12544, 'watercolor': 12545, 'counterterrorism': 12546, 'oxiclean': 12547, 'sympathizer': 12548, 'manchin': 12549, 'koreas': 12550, 'praia': 12551, 'iracema': 12552, 'overhaul': 12553, 'waitlists': 12554, 'akon': 12555, 'thugs': 12556, 'tanner': 12557, 'fictitious': 12558, 'labelle': 12559, 'inbreeding': 12560, 'bumbum': 12561, 'wily': 12562, 'alps': 12563, 'specificity': 12564, 'liege': 12565, 'tirelessly': 12566, 'ethanol': 12567, 'cujo': 12568, 'mohammad': 12569, 'munsters': 12570, 'kiper': 12571, 'spreadsheet': 12572, 'zissu': 12573, 'archery': 12574, 'voiceless': 12575, 'naral': 12576, 'catcher': 12577, 'rye': 12578, 'yoda': 12579, 'provocation': 12580, 'meds': 12581, 'inactivity': 12582, 'greenlit': 12583, 'goodnight': 12584, 'duvall': 12585, 'pedicure': 12586, 'tubs': 12587, 'unease': 12588, 'pudgy': 12589, 'rosy': 12590, 'cheek': 12591, 'nyse': 12592, 'reinforcin': 12593, 'dodger': 12594, 'flapper': 12595, 'lucidity': 12596, 'jesmyn': 12597, 'reprehensible': 12598, 'cosplay': 12599, 'psychiatry': 12600, 'terminate': 12601, 'surcharge': 12602, 'corridors': 12603, 'powerlessness': 12604, 'charmin': 12605, 'disposable': 12606, 'extravagant': 12607, 'constellations': 12608, 'neurosurgeon': 12609, 'andes': 12610, 'toastables': 12611, 'microwavable': 12612, 'pommel': 12613, 'voltaggio': 12614, 'drawbridge': 12615, 'rotary': 12616, 'survivalist': 12617, 'kinko': 12618, 'switcheroo': 12619, 'wimping': 12620, 'quench': 12621, 'architectural': 12622, 'byblos': 12623, 'brim': 12624, 'jeffery': 12625, 'flasher': 12626, 'cornel': 12627, 'fanatically': 12628, 'pegg': 12629, 'masturbatory': 12630, 'climax': 12631, 'codfather': 12632, 'meritocracy': 12633, 'blimp': 12634, 'cheesy': 12635, 'deere': 12636, 'sidecars': 12637, 'opec': 12638, 'filmgoers': 12639, 'dccc': 12640, 'shoebox': 12641, 'erykah': 12642, 'badu': 12643, 'chicagoans': 12644, 'robocop': 12645, 'relativity': 12646, 'cornrow': 12647, 'oft': 12648, 'unceremoniously': 12649, 'jyothi': 12650, 'rao': 12651, 'jeffreyton': 12652, 'dishonorably': 12653, 'navigation': 12654, 'cartridges': 12655, 'dunbar': 12656, 'newsletter': 12657, 'minimums': 12658, 'burnouts': 12659, 'congressmembers': 12660, 'feasible': 12661, 'snowflakes': 12662, 'wheats': 12663, 'retweet': 12664, 'embroider': 12665, 'disasty': 12666, 'nia': 12667, 'nakba': 12668, 'intertwine': 12669, 'rapid': 12670, 'emporia': 12671, 'preclude': 12672, 'overreaction': 12673, 'afterburners': 12674, 'packers': 12675, 'neurons': 12676, 'imperioli': 12677, 'moyers': 12678, 'dewey': 12679, 'decimal': 12680, 'categorize': 12681, 'belushi': 12682, 'toot': 12683, 'molasses': 12684, 'runaways': 12685, 'eulogize': 12686, 'spazio': 12687, 'sofas': 12688, 'knowshon': 12689, 'moreno': 12690, 'retailer': 12691, 'colossus': 12692, 'cooperative': 12693, 'manifesto': 12694, 'kellie': 12695, 'pickler': 12696, 'coulier': 12697, 'cranky': 12698, 'brightly': 12699, 'udonis': 12700, 'haslem': 12701, 'defunded': 12702, 'stalemate': 12703, 'acquisition': 12704, 'stagnant': 12705, 'boulders': 12706, 'redenbacher': 12707, 'realness': 12708, 'puppeteer': 12709, 'rinse': 12710, 'dobby': 12711, 'calypso': 12712, 'serf': 12713, 'subjugation': 12714, 'unlawful': 12715, 'gethard': 12716, 'cecily': 12717, 'underpaved': 12718, 'coolio': 12719, 'isaac': 12720, 'hamlet': 12721, 'transcontinental': 12722, 'fests': 12723, 'tae': 12724, 'kwon': 12725, 'mismatch': 12726, 'cryptographers': 12727, 'frpx': 12728, 'oc': 12729, 'dn': 12730, 'burrow': 12731, 'zippori': 12732, 'selig': 12733, 'dms': 12734, 'fearmongers': 12735, 'warmongers': 12736, 'monger': 12737, 'asiana': 12738, 'enlighten': 12739, 'misjudge': 12740, 'sahm': 12741, 'efficient': 12742, 'nastier': 12743, 'liv': 12744, 'orkin': 12745, 'correctness': 12746, 'weasels': 12747, 'sykes': 12748, 'arthritis': 12749, 'brisket': 12750, 'enclosure': 12751, 'naderite': 12752, 'podiatrists': 12753, 'caw': 12754, 'gta': 12755, 'sicario': 12756, 'villeneuve': 12757, 'selfridge': 12758, 'gratuitous': 12759, 'festivities': 12760, 'osm': 12761, 'couche': 12762, 'tard': 12763, 'vir': 12764, 'classique': 12765, 'buss': 12766, 'ecosystems': 12767, 'prophesy': 12768, 'homaro': 12769, 'cantu': 12770, 'logically': 12771, 'frontline': 12772, 'gadget': 12773, 'pageviews': 12774, 'chlorine': 12775, 'blindly': 12776, 'chad': 12777, 'plural': 12778, 'perdue': 12779, 'smite': 12780, 'ruffle': 12781, 'stint': 12782, 'cor': 12783, 'hierarchy': 12784, 'braid': 12785, 'corbyn': 12786, 'junger': 12787, 'korengal': 12788, 'telemarketers': 12789, 'breakups': 12790, 'cardell': 12791, 'practical': 12792, 'khizr': 12793, 'riley': 12794, 'caterina': 12795, 'scorsone': 12796, 'adeyemi': 12797, 'kowtow': 12798, 'incompetents': 12799, 'hypnotist': 12800, 'gimmick': 12801, 'hypnotists': 12802, 'exhaustive': 12803, 'internally': 12804, 'composer': 12805, 'licht': 12806, 'middlebury': 12807, 'rezone': 12808, 'ado': 12809, 'paragraph': 12810, 'crystals': 12811, 'elias': 12812, 'koteas': 12813, 'olinsky': 12814, 'tantalizingly': 12815, 'sedative': 12816, 'winneshiek': 12817, 'wookiees': 12818, 'growl': 12819, 'gator': 12820, 'freakin': 12821, 'officemax': 12822, 'redmayne': 12823, 'gooey': 12824, 'catalog': 12825, 'shep': 12826, 'postmistress': 12827, 'delhi': 12828, 'aztecs': 12829, 'vi': 12830, 'holiness': 12831, 'regift': 12832, 'brennan': 12833, 'voluntary': 12834, 'socially': 12835, 'katwe': 12836, 'prototype': 12837, 'yayoi': 12838, 'kusama': 12839, 'statistical': 12840, 'ciro': 12841, 'guerra': 12842, 'aikman': 12843, 'aboveground': 12844, 'palpable': 12845, 'intentionally': 12846, 'neurosis': 12847, 'pneumonia': 12848, 'nixonization': 12849, 'handmaids': 12850, 'obscurity': 12851, 'dividends': 12852, 'whimsically': 12853, 'plank': 12854, 'coyote': 12855, 'grandilomentitudinous': 12856, 'warsaw': 12857, 'reassurances': 12858, 'atrocity': 12859, 'brevity': 12860, 'intersectional': 12861, 'weakness': 12862, 'augment': 12863, 'inquire': 12864, 'marqkria': 12865, 'depletion': 12866, 'counterpart': 12867, 'panini': 12868, 'dyer': 12869, 'zoetrope': 12870, 'solitute': 12871, 'armenian': 12872, 'aww': 12873, 'shaw': 12874, 'jakrapong': 12875, 'kongmalai': 12876, 'mammograms': 12877, 'uzo': 12878, 'aduba': 12879, 'pederast': 12880, 'letterbox': 12881, 'debasement': 12882, 'typhoon': 12883, 'meranti': 12884, 'uphill': 12885, 'capitalist': 12886, 'credentials': 12887, 'enforcer': 12888, 'honker': 12889, 'ayn': 12890, 'skedaddle': 12891, 'paste': 12892, 'vixen': 12893, 'skyeditor': 12894, 'rockette': 12895, 'streamer': 12896, 'futon': 12897, 'measly': 12898, 'trumpbacktoschooltips': 12899, 'handiwork': 12900, 'napa': 12901, 'unreported': 12902, 'tch': 12903, 'homophobes': 12904, 'tactic': 12905, 'tacit': 12906, 'assemblage': 12907, 'marcel': 12908, 'duchamp': 12909, 'ah': 12910, 'knopfler': 12911, 'steadily': 12912, 'whacker': 12913, 'fetid': 12914, 'dimon': 12915, 'relentless': 12916, 'suburbs': 12917, 'segways': 12918, 'snicker': 12919, 'leaflet': 12920, 'philadelphiatheatreco': 12921, 'opinionated': 12922, 'unpresidential': 12923, 'roar': 12924, 'bowery': 12925, 'incheon': 12926, 'daydream': 12927, 'invader': 12928, 'rauner': 12929, 'reda': 12930, 'kateb': 12931, 'hippocrates': 12932, 'gibbs': 12933, 'flute': 12934, 'aplogize': 12935, 'reposted': 12936, 'starwarschristmascarols': 12937, 'biscotti': 12938, 'kirsch': 12939, 'cherries': 12940, 'influenza': 12941, 'unconventional': 12942, 'renee': 12943, 'silverstein': 12944, 'lineman': 12945, 'penelope': 12946, 'middlemen': 12947, 'itt': 12948, 'suspenders': 12949, 'quadriplegic': 12950, 'unguarded': 12951, 'swerve': 12952, 'thermo': 12953, 'pornographer': 12954, 'leniency': 12955, 'quinones': 12956, 'beneficiary': 12957, 'substantive': 12958, 'envy': 12959, 'limestone': 12960, 'roxane': 12961, 'divol': 12962, 'svp': 12963, 'symantec': 12964, 'extralegal': 12965, 'apparatus': 12966, 'monte': 12967, 'carlo': 12968, 'racecar': 12969, 'succinct': 12970, 'chronology': 12971, 'seller': 12972, 'setlist': 12973, 'townshend': 12974, 'oahu': 12975, 'trifecta': 12976, 'lamontagne': 12977, 'unavoidable': 12978, 'bushnell': 12979, 'buzzwords': 12980, 'mikhail': 12981, 'gorbachev': 12982, 'breaths': 12983, 'tyka': 12984, 'chile': 12985, 'scrappy': 12986, 'pendulum': 12987, 'blissful': 12988, 'berkus': 12989, 'jeremiah': 12990, 'jostens': 12991, 'bewilder': 12992, 'sanderses': 12993, 'decapitations': 12994, 'broadly': 12995, 'cusp': 12996, 'giveaway': 12997, 'invert': 12998, 'ace': 12999, 'capote': 13000, 'platforms': 13001, 'screwball': 13002, 'nabors': 13003, 'javelin': 13004, 'runoff': 13005, 'houthi': 13006, 'profusely': 13007, 'touchy': 13008, 'estrange': 13009, 'adieu': 13010, 'bechdel': 13011, 'liu': 13012, 'xiaobo': 13013, 'phan': 13014, 'bestie': 13015, 'banister': 13016, 'asymmetrical': 13017, 'cannibals': 13018, 'bakers': 13019, 'theorists': 13020, 'nummier': 13021, 'neurotransmitters': 13022, 'beekeepers': 13023, 'demons': 13024, 'nitty': 13025, 'cinco': 13026, 'stifle': 13027, 'unsold': 13028, 'primates': 13029, 'mckinley': 13030, 'interpol': 13031, 'yolk': 13032, 'grapefruit': 13033, 'lebanese': 13034, 'calais': 13035, 'voldemort': 13036, 'unspeakably': 13037, 'zoologist': 13038, 'tranquilize': 13039, 'dis': 13040, 'jubilee': 13041, 'subprime': 13042, 'himalayan': 13043, 'inexperience': 13044, 'appointees': 13045, 'shantytown': 13046, 'arcane': 13047, 'imperil': 13048, 'cursive': 13049, 'angelique': 13050, 'kerber': 13051, 'backpedal': 13052, 'eldest': 13053, 'brownstone': 13054, 'bosnian': 13055, 'ronco': 13056, 'exposer': 13057, 'mockumentary': 13058, 'counties': 13059, 'angolan': 13060, 'excedrin': 13061, 'painless': 13062, 'liven': 13063, 'charley': 13064, 'murderous': 13065, 'dictators': 13066, 'attendants': 13067, 'pap': 13068, 'reignite': 13069, 'monologues': 13070, 'tablet': 13071, 'inhale': 13072, 'retrievers': 13073, 'masterclass': 13074, 'eucalyptus': 13075, 'facetime': 13076, 'bindi': 13077, 'guzman': 13078, 'legions': 13079, 'tentative': 13080, 'rafter': 13081, 'stoplights': 13082, 'soviet': 13083, 'spooktacular': 13084, 'mosel': 13085, 'riesling': 13086, 'warhead': 13087, 'sleepers': 13088, 'slovakia': 13089, 'canyons': 13090, 'hazardous': 13091, 'amandla': 13092, 'stenberg': 13093, 'tote': 13094, 'gobi': 13095, 'agnostic': 13096, 'sneeze': 13097, 'debatable': 13098, 'morley': 13099, 'stopwatch': 13100, 'lewd': 13101, 'reintegration': 13102, 'supervision': 13103, 'doggone': 13104, 'nasim': 13105, 'nasr': 13106, 'zaeefeh': 13107, 'wretchedness': 13108, 'shadi': 13109, 'gagprojects': 13110, 'adelaide': 13111, 'mohawk': 13112, 'riotous': 13113, 'nutella': 13114, 'lubricant': 13115, 'bethenny': 13116, 'frankel': 13117, 'passover': 13118, 'hetero': 13119, 'pang': 13120, 'junot': 13121, 'hunch': 13122, 'blemish': 13123, 'spotless': 13124, 'dismantle': 13125, 'bedford': 13126, 'ku': 13127, 'klux': 13128, 'klan': 13129, 'unbearably': 13130, 'cooperation': 13131, 'encore': 13132, 'deficiencies': 13133, 'bizkit': 13134, 'asthma': 13135, 'moviegoers': 13136, 'cannavale': 13137, 'spaceport': 13138, 'mink': 13139, 'zeke': 13140, 'untitled': 13141, 'unmastered': 13142, 'springer': 13143, 'zestitos': 13144, 'cleanup': 13145, 'unrepentant': 13146, 'recommendations': 13147, 'cajun': 13148, 'gpa': 13149, 'realism': 13150, 'vernon': 13151, 'quixote': 13152, 'violinist': 13153, 'nique': 13154, 'qualms': 13155, 'uninhibited': 13156, 'disburse': 13157, 'podcaster': 13158, 'circumstantial': 13159, 'overpass': 13160, 'vax': 13161, 'equinox': 13162, 'fundamentals': 13163, 'amazonian': 13164, 'bulldozer': 13165, 'brandish': 13166, 'dese': 13167, 'bombinks': 13168, 'disgustipating': 13169, 'vacate': 13170, 'pastoral': 13171, 'cruces': 13172, 'dilute': 13173, 'scientifically': 13174, 'challengers': 13175, 'purport': 13176, 'kaia': 13177, 'undetectable': 13178, 'doin': 13179, 'maasai': 13180, 'looseyia': 13181, 'farmworker': 13182, 'cone': 13183, 'leech': 13184, 'batali': 13185, 'unhrc': 13186, 'yearlong': 13187, 'mucus': 13188, 'ulcers': 13189, 'portraiture': 13190, 'trappings': 13191, 'pti': 13192, 'lager': 13193, 'tavern': 13194, 'herman': 13195, 'cornnuts': 13196, 'stammer': 13197, 'nutsarito': 13198, 'juke': 13199, 'horseconnect': 13200, 'ionosphere': 13201, 'sarandon': 13202, 'tattletale': 13203, 'mpaa': 13204, 'caffeine': 13205, 'ghostwriter': 13206, 'burkinis': 13207, 'midwife': 13208, 'gettin': 13209, 'moines': 13210, 'perate': 13211, 'arquette': 13212, 'ernie': 13213, 'dixieland': 13214, 'evict': 13215, 'narcolepsy': 13216, 'innovate': 13217, 'caucasians': 13218, 'bangers': 13219, 'synagogues': 13220, 'congregants': 13221, 'spermicide': 13222, 'superior': 13223, 'radials': 13224, 'dmc': 13225, 'tempurapedic': 13226, 'mattresses': 13227, 'haitians': 13228, 'taskforce': 13229, 'enterprising': 13230, 'caird': 13231, 'refill': 13232, 'br': 13233, 'proficient': 13234, 'tenison': 13235, 'maman': 13236, 'streamline': 13237, 'smolder': 13238, 'banyan': 13239, 'transgressions': 13240, 'behrendt': 13241, 'dyson': 13242, 'vestigial': 13243, 'jolson': 13244, 'punt': 13245, 'pronged': 13246, 'newark': 13247, 'instagrammer': 13248, 'willams': 13249, 'festive': 13250, 'habsburg': 13251, 'duca': 13252, 'arse': 13253, 'tiara': 13254, 'workbench': 13255, 'nonstarter': 13256, 'bootleg': 13257, 'philosopher': 13258, 'juicero': 13259, 'juicer': 13260, 'shredyourex': 13261, 'dishware': 13262, 'greenwald': 13263, 'multipacks': 13264, 'iffy': 13265, 'faulty': 13266, 'parkway': 13267, 'waukegan': 13268, 'cafepress': 13269, 'improperly': 13270, 'librarian': 13271, 'humbly': 13272, 'randos': 13273, 'cylindrical': 13274, 'techview': 13275, 'linus': 13276, 'torvalds': 13277, 'linux': 13278, 'sidebar': 13279, 'competence': 13280, 'sanderson': 13281, 'calle': 13282, 'duration': 13283, 'modernity': 13284, 'moroccan': 13285, 'nspw': 13286, 'sclerosis': 13287, 'burgundy': 13288, 'pantone': 13289, 'starstruck': 13290, 'smatter': 13291, 'stewman': 13292, 'phife': 13293, 'dawg': 13294, 'jung': 13295, 'thunderstorm': 13296, 'legoland': 13297, 'ritter': 13298, 'whirlwind': 13299, 'weakling': 13300, 'delarge': 13301, 'droogs': 13302, 'amidst': 13303, 'extremism': 13304, 'skiers': 13305, 'speechwriting': 13306, 'entomologists': 13307, 'clump': 13308, 'osteoporosis': 13309, 'nited': 13310, 'tes': 13311, 'toughen': 13312, 'umlauts': 13313, 'sens': 13314, 'oddsmakers': 13315, 'moody': 13316, 'lovell': 13317, 'portia': 13318, 'frieze': 13319, 'functionless': 13320, 'translucent': 13321, 'confederacy': 13322, 'pitzer': 13323, 'alleviate': 13324, 'judi': 13325, 'dench': 13326, 'pint': 13327, 'hinky': 13328, 'fka': 13329, 'twig': 13330, 'marmont': 13331, 'sleekest': 13332, 'bathe': 13333, 'derby': 13334, 'overboard': 13335, 'lourea': 13336, 'macrowave': 13337, 'portend': 13338, 'koko': 13339, 'dieselgate': 13340, 'gunshots': 13341, 'pullups': 13342, 'oxfam': 13343, 'epidemics': 13344, 'showbiz': 13345, 'compendium': 13346, 'norad': 13347, 'femstat': 13348, 'rossi': 13349, 'spumanti': 13350, 'fluidity': 13351, 'kacy': 13352, 'rapaport': 13353, 'deavere': 13354, 'peshawar': 13355, 'absent': 13356, 'odyssey': 13357, 'garment': 13358, 'jos': 13359, 'andr': 13360, 'tempt': 13361, 'maharishi': 13362, 'rupee': 13363, 'filmmaking': 13364, 'superficiality': 13365, 'buchanan': 13366, 'errands': 13367, 'sudoku': 13368, 'contusions': 13369, 'althea': 13370, 'domination': 13371, 'marv': 13372, 'babylon': 13373, 'architecture': 13374, 'stormtroopers': 13375, 'cowell': 13376, 'incumbency': 13377, 'maternal': 13378, 'samaritan': 13379, 'unpredictable': 13380, 'dirtydenier': 13381, 'noaa': 13382, 'introspect': 13383, 'pointy': 13384, 'antismoking': 13385, 'chromat': 13386, 'twos': 13387, 'docents': 13388, 'libertarians': 13389, 'biochemical': 13390, 'stressful': 13391, 'granger': 13392, 'loch': 13393, 'terrors': 13394, 'metallurgists': 13395, 'polonium': 13396, 'pushy': 13397, 'hermit': 13398, 'pansexual': 13399, 'moonwalks': 13400, 'samuel': 13401, 'pilsner': 13402, 'ot': 13403, 'buttercup': 13404, 'backdrop': 13405, 'mitty': 13406, 'uncashed': 13407, 'quadriscuits': 13408, 'doorknob': 13409, 'mcenroe': 13410, 'nea': 13411, 'claes': 13412, 'oldenburg': 13413, 'enjoyable': 13414, 'forecaster': 13415, 'remastered': 13416, 'shybot': 13417, 'handy': 13418, 'knifepoint': 13419, 'alvah': 13420, 'roebuck': 13421, 'amaranth': 13422, 'hick': 13423, 'nobodies': 13424, 'deduce': 13425, 'narcan': 13426, 'biplanes': 13427, 'falter': 13428, 'masterful': 13429, 'andme': 13430, 'klugman': 13431, 'tania': 13432, 'bruguera': 13433, 'thinnest': 13434, 'ketogenic': 13435, 'fineo': 13436, 'overshoot': 13437, 'devout': 13438, 'csa': 13439, 'gchats': 13440, 'marcus': 13441, 'mariota': 13442, 'crowdfund': 13443, 'gineering': 13444, 'gloved': 13445, 'catfishing': 13446, 'incidence': 13447, 'stargate': 13448, 'sg': 13449, 'machado': 13450, 'polk': 13451, 'spire': 13452, 'sympathize': 13453, 'pettiness': 13454, 'deception': 13455, 'medallist': 13456, 'violation': 13457, 'duckling': 13458, 'colt': 13459, 'umpqua': 13460, 'misdirection': 13461, 'incivility': 13462, 'headfirst': 13463, 'nawal': 13464, 'teleworks': 13465, 'gregorios': 13466, 'yohanna': 13467, 'ibrahim': 13468, 'boulos': 13469, 'yazigi': 13470, 'tribeca': 13471, 'cartels': 13472, 'sweeney': 13473, 'lydia': 13474, 'polgreen': 13475, 'hagar': 13476, 'bog': 13477, 'eternity': 13478, 'udpate': 13479, 'cheadle': 13480, 'mathis': 13481, 'mancini': 13482, 'anson': 13483, 'rmh': 13484, 'roadblock': 13485, 'demitri': 13486, 'anchorwoman': 13487, 'ethnicity': 13488, 'theoretically': 13489, 'hideo': 13490, 'kojima': 13491, 'cutscene': 13492, 'speedboat': 13493, 'outburst': 13494, 'apparel': 13495, 'demonically': 13496, 'underdraft': 13497, 'neapolitan': 13498, 'reeva': 13499, 'steenkamp': 13500, 'directtv': 13501, 'cloney': 13502, 'pheromone': 13503, 'secretion': 13504, 'introduction': 13505, 'jj': 13506, 'ragsdale': 13507, 'homan': 13508, 'deepwater': 13509, 'cicilline': 13510, 'polka': 13511, 'loeffelmacher': 13512, 'nachos': 13513, 'fashionistas': 13514, 'firefox': 13515, 'sociocultural': 13516, 'entendre': 13517, 'stardew': 13518, 'tbfoodsllc': 13519, 'philipps': 13520, 'setbacks': 13521, 'dumptruck': 13522, 'cavalcade': 13523, 'salvadoran': 13524, 'semite': 13525, 'woodstock': 13526, 'kingpins': 13527, 'pantomime': 13528, 'hominid': 13529, 'unambitious': 13530, 'myers': 13531, 'servicepeople': 13532, 'cubicle': 13533, 'recidivism': 13534, 'nelly': 13535, 'breezy': 13536, 'poe': 13537, 'acne': 13538, 'dizziness': 13539, 'nausea': 13540, 'loews': 13541, 'versace': 13542, 'ceremonies': 13543, 'dax': 13544, 'nuestra': 13545, 'palabra': 13546, 'untangle': 13547, 'midas': 13548, 'scowl': 13549, 'maduro': 13550, 'methodist': 13551, 'wamu': 13552, 'chaplev': 13553, 'mildfires': 13554, 'amble': 13555, 'rossini': 13556, 'caramoor': 13557, 'ros': 13558, 'holtzclaw': 13559, 'lopsided': 13560, 'bronchitis': 13561, 'potties': 13562, 'stinky': 13563, 'zach': 13564, 'braff': 13565, 'milano': 13566, 'remover': 13567, 'unsliced': 13568, 'speakeasy': 13569, 'laboratory': 13570, 'crichton': 13571, 'northam': 13572, 'pellets': 13573, 'firstborn': 13574, 'apprehend': 13575, 'duller': 13576, 'sri': 13577, 'srinivasan': 13578, 'rossdale': 13579, 'angelic': 13580, 'panetta': 13581, 'supervillain': 13582, 'sherman': 13583, 'alexie': 13584, 'compatriots': 13585, 'shortz': 13586, 'awestruck': 13587, 'quagmire': 13588, 'escalator': 13589, 'loyalties': 13590, 'airtime': 13591, 'shitfaced': 13592, 'olean': 13593, 'stoneheart': 13594, 'antifa': 13595, 'oldies': 13596, 'goodies': 13597, 'triumphal': 13598, 'muhammed': 13599, 'ergonomic': 13600, 'workouts': 13601, 'chide': 13602, 'labute': 13603, 'frances': 13604, 'cobain': 13605, 'prehab': 13606, 'optimists': 13607, 'snuggle': 13608, 'barrack': 13609, 'evans': 13610, 'dru': 13611, 'reinhart': 13612, 'insensitive': 13613, 'exquisitely': 13614, 'coif': 13615, 'urinary': 13616, 'noel': 13617, 'volley': 13618, 'niall': 13619, 'horan': 13620, 'ginuwine': 13621, 'alternativefacts': 13622, 'pettyjohn': 13623, 'nickelodeon': 13624, 'katee': 13625, 'sackhoff': 13626, 'hy': 13627, 'genic': 13628, 'apportionment': 13629, 'gladness': 13630, 'participation': 13631, 'evacuation': 13632, 'wondersplint': 13633, 'kondo': 13634, 'untidy': 13635, 'wearhouse': 13636, 'trousers': 13637, 'topher': 13638, 'hyperbole': 13639, 'kickline': 13640, 'jawa': 13641, 'sf': 13642, 'tomm': 13643, 'lasorda': 13644, 'kidz': 13645, 'bop': 13646, 'nisota': 13647, 'piazza': 13648, 'cavalleria': 13649, 'rusticana': 13650, 'pagliacci': 13651, 'tumbleweed': 13652, 'pubes': 13653, 'desolate': 13654, 'ob': 13655, 'gyn': 13656, 'template': 13657, 'platt': 13658, 'competencies': 13659, 'headband': 13660, 'ameringer': 13661, 'mcenery': 13662, 'yohe': 13663, 'recede': 13664, 'bandai': 13665, 'incomprehensible': 13666, 'automakers': 13667, 'mund': 13668, 'cancun': 13669, 'keychain': 13670, 'marsa': 13671, 'heifer': 13672, 'bbqs': 13673, 'miner': 13674, 'fairies': 13675, 'flea': 13676, 'unidentifiable': 13677, 'redhead': 13678, 'brokeback': 13679, 'braun': 13680, 'jigglypuff': 13681, 'morgue': 13682, 'humanitarians': 13683, 'ashton': 13684, 'kutcher': 13685, 'joanna': 13686, 'skydivers': 13687, 'output': 13688, 'rashida': 13689, 'rewind': 13690, 'texters': 13691, 'backtrack': 13692, 'numeric': 13693, 'integers': 13694, 'nestl': 13695, 'aroldis': 13696, 'imelda': 13697, 'ultrachurch': 13698, 'steph': 13699, 'captors': 13700, 'homos': 13701, 'optioned': 13702, 'hallow': 13703, 'roadtrip': 13704, 'ulta': 13705, 'buttery': 13706, 'proctor': 13707, 'signifier': 13708, 'kamikaze': 13709, 'tryout': 13710, 'handel': 13711, 'bhp': 13712, 'unhealthily': 13713, 'colonoscopy': 13714, 'necromancer': 13715, 'splice': 13716, 'mainbrace': 13717, 'psyches': 13718, 'scribble': 13719, 'painkiller': 13720, 'vendors': 13721, 'raspberries': 13722, 'berrilicious': 13723, 'puppet': 13724, 'watchlist': 13725, 'reset': 13726, 'saigon': 13727, 'divisions': 13728, 'sponsorship': 13729, 'strategists': 13730, 'flotus': 13731, 'steelers': 13732, 'incidences': 13733, 'opioids': 13734, 'knudsen': 13735, 'willingness': 13736, 'lagarde': 13737, 'payout': 13738, 'tractors': 13739, 'chyna': 13740, 'racehorse': 13741, 'meredith': 13742, 'vieira': 13743, 'youlookdisgusting': 13744, 'nexplanon': 13745, 'spinach': 13746, 'commish': 13747, 'copps': 13748, 'taillight': 13749, 'gatlinburg': 13750, 'weisser': 13751, 'brewery': 13752, 'frigid': 13753, 'dentists': 13754, 'zappa': 13755, 'whammys': 13756, 'kaleidoscopic': 13757, 'unbeleafably': 13758, 'birthers': 13759, 'illustrators': 13760, 'indiscretion': 13761, 'gre': 13762, 'creationism': 13763, 'folder': 13764, 'quicksand': 13765, 'topeka': 13766, 'llc': 13767, 'gmail': 13768, 'hotmail': 13769, 'wheelers': 13770, 'napaquake': 13771, 'napastrong': 13772, 'jughead': 13773, 'zack': 13774, 'hors': 13775, 'oeuvres': 13776, 'mollie': 13777, 'spilman': 13778, 'criteo': 13779, 'libations': 13780, 'blush': 13781, 'predate': 13782, 'shirley': 13783, 'diocese': 13784, 'laypeople': 13785, 'roses': 13786, 'yankees': 13787, 'coincidence': 13788, 'merkley': 13789, 'flatbread': 13790, 'forceful': 13791, 'flatirons': 13792, 'rosswood': 13793, 'whitby': 13794, 'bicyclists': 13795, 'shipyard': 13796, 'protectors': 13797, 'overalls': 13798, 'landers': 13799, 'fluctuate': 13800, 'mince': 13801, 'mathison': 13802, 'buffoonery': 13803, 'texan': 13804, 'metabolism': 13805, 'southeastern': 13806, 'scour': 13807, 'tombs': 13808, 'hotlines': 13809, 'starz': 13810, 'intoxicate': 13811, 'emerald': 13812, 'gravel': 13813, 'messam': 13814, 'peso': 13815, 'norwood': 13816, 'zinnias': 13817, 'joystick': 13818, 'procrastination': 13819, 'preciousness': 13820, 'providence': 13821, 'cianci': 13822, 'sawfish': 13823, 'uproariously': 13824, 'controllable': 13825, 'pulverize': 13826, 'sats': 13827, 'maci': 13828, 'bookout': 13829, 'mosquitos': 13830, 'venue': 13831, 'sharknado': 13832, 'adjourn': 13833, 'brosnan': 13834, 'geico': 13835, 'lancelot': 13836, 'submerge': 13837, 'langston': 13838, 'courtney': 13839, 'manicurist': 13840, 'socialize': 13841, 'araa': 13842, 'kayboard': 13843, 'bustad': 13844, 'zapp': 13845, 'rockstar': 13846, 'programmers': 13847, 'mcdermott': 13848, 'boiglerized': 13849, 'louise': 13850, 'playwright': 13851, 'playgrounds': 13852, 'weaponry': 13853, 'wack': 13854, 'statute': 13855, 'bennet': 13856, 'afterbirthers': 13857, 'balmain': 13858, 'bonafide': 13859, 'hollister': 13860, 'crazies': 13861, 'baja': 13862, 'palmar': 13863, 'loreto': 13864, 'spineless': 13865, 'banado': 13866, 'norte': 13867, 'briskly': 13868, 'braille': 13869, 'menudo': 13870, 'mullets': 13871, 'plumber': 13872, 'joshua': 13873, 'beal': 13874, 'absurd': 13875, 'plato': 13876, 'cornell': 13877, 'smokers': 13878, 'punny': 13879, 'twang': 13880, 'wapo': 13881, 'rezaian': 13882, 'cisgender': 13883, 'girthy': 13884, 'spookiest': 13885, 'devry': 13886, 'hurriedly': 13887, 'fraction': 13888, 'jauregui': 13889, 'coordinator': 13890, 'robins': 13891, 'bouillerie': 13892, 'repletion': 13893, 'billcosby': 13894, 'ration': 13895, 'mindset': 13896, 'unremarkable': 13897, 'burt': 13898, 'starks': 13899, 'righteous': 13900, 'idf': 13901, 'dagestan': 13902, 'jostle': 13903, 'radioactive': 13904, 'sloth': 13905, 'whiz': 13906, 'adulting': 13907, 'ventilator': 13908, 'emirates': 13909, 'valid': 13910, 'gadgets': 13911, 'retroactively': 13912, 'settler': 13913, 'segel': 13914, 'miscast': 13915, 'chore': 13916, 'thug': 13917, 'lilith': 13918, 'altercation': 13919, 'jurors': 13920, 'postmodern': 13921, 'arbitration': 13922, 'gateway': 13923, 'kahneman': 13924, 'gottfried': 13925, 'inventors': 13926, 'cornyn': 13927, 'innovestion': 13928, 'rackspace': 13929, 'genes': 13930, 'chen': 13931, 'tosh': 13932, 'bandit': 13933, 'isbell': 13934, 'kidnappers': 13935, 'repentence': 13936, 'reindeer': 13937, 'significantly': 13938, 'manny': 13939, 'beater': 13940, 'bronco': 13941, 'lackluster': 13942, 'stache': 13943, 'yodel': 13944, 'sawyer': 13945, 'nien': 13946, 'nunb': 13947, 'casanova': 13948, 'memorials': 13949, 'alexia': 13950, 'kosmider': 13951, 'transjourney': 13952, 'arnoth': 13953, 'bert': 13954, 'berns': 13955, 'skydiver': 13956, 'aikins': 13957, 'bombard': 13958, 'smut': 13959, 'filthiest': 13960, 'liberalization': 13961, 'radicalism': 13962, 'dragonriders': 13963, 'pern': 13964, 'blowjob': 13965, 'ca': 13966, 'revolvers': 13967, 'enlargement': 13968, 'oratory': 13969, 'lineups': 13970, 'rosa': 13971, 'ned': 13972, 'flanders': 13973, 'investigative': 13974, 'tami': 13975, 'votive': 13976, 'librarians': 13977, 'bookish': 13978, 'yamaha': 13979, 'alto': 13980, 'saxophones': 13981, 'generators': 13982, 'scooters': 13983, 'gypsy': 13984, 'pelvic': 13985, 'tufts': 13986, 'nutrition': 13987, 'aditya': 13988, 'vikram': 13989, 'sengupta': 13990, 'refrain': 13991, 'smartest': 13992, 'negotiation': 13993, 'bangkok': 13994, 'mcauliffe': 13995, 'knobs': 13996, 'lamb': 13997, 'ecclesiastic': 13998, 'headache': 13999, 'poolside': 14000, 'hotbed': 14001, 'beatify': 14002, 'endeavor': 14003, 'culminate': 14004, 'deadpan': 14005, 'meticulous': 14006, 'wanderlust': 14007, 'bae': 14008, 'madea': 14009, 'sluggish': 14010, 'chimps': 14011, 'exert': 14012, 'boz': 14013, 'fullest': 14014, 'villanova': 14015, 'piccolo': 14016, 'godparent': 14017, 'woodrow': 14018, 'mystique': 14019, 'twelve': 14020, 'rolie': 14021, 'schon': 14022, 'overpower': 14023, 'ungodly': 14024, 'cashless': 14025, 'goop': 14026, 'strudel': 14027, 'masterfully': 14028, 'gambia': 14029, 'waterston': 14030, 'barbarian': 14031, 'unsubscribe': 14032, 'purritos': 14033, 'favre': 14034, 'assimilate': 14035, 'fussy': 14036, 'icantbreathe': 14037, 'anachronism': 14038, 'procreative': 14039, 'merle': 14040, 'bumbler': 14041, 'unblemished': 14042, 'militant': 14043, 'wriggle': 14044, 'foxwoods': 14045, 'packets': 14046, 'nonbinding': 14047, 'liturgy': 14048, 'atone': 14049, 'willem': 14050, 'dafoe': 14051, 'backflip': 14052, 'incubus': 14053, 'baucus': 14054, 'bassem': 14055, 'youssef': 14056, 'trophies': 14057, 'specialists': 14058, 'mediocrity': 14059, 'brides': 14060, 'chinatown': 14061, 'presenter': 14062, 'marilu': 14063, 'henner': 14064, 'busker': 14065, 'gudmunsen': 14066, 'scotsman': 14067, 'galaxies': 14068, 'polygraph': 14069, 'chagas': 14070, 'falsely': 14071, 'centennial': 14072, 'holler': 14073, 'astrid': 14074, 'menks': 14075, 'evenhanded': 14076, 'winnie': 14077, 'blades': 14078, 'esophageal': 14079, 'cupp': 14080, 'walkable': 14081, 'underutilized': 14082, 'genomic': 14083, 'technonlogy': 14084, 'cloth': 14085, 'hapless': 14086, 'urchin': 14087, 'pickpocket': 14088, 'mantras': 14089, 'uncharted': 14090, 'straley': 14091, 'aimlessly': 14092, 'xx': 14093, 'lizzo': 14094, 'mandolins': 14095, 'aqsa': 14096, 'kalamazoo': 14097, 'bunk': 14098, 'holland': 14099, 'minutiae': 14100, 'fishin': 14101, 'gigantic': 14102, 'meander': 14103, 'absentminded': 14104, 'papacy': 14105, 'divorcee': 14106, 'scalper': 14107, 'sammy': 14108, 'geeky': 14109, 'excercise': 14110, 'embroidery': 14111, 'vacancy': 14112, 'mudbound': 14113, 'deadspin': 14114, 'breathtakingly': 14115, 'scariest': 14116, 'timberwolves': 14117, 'staywokeandvote': 14118, 'doubtful': 14119, 'ashanti': 14120, 'bankers': 14121, 'encryption': 14122, 'hootie': 14123, 'blowfish': 14124, 'superbugs': 14125, 'neuroscience': 14126, 'embryos': 14127, 'murrow': 14128, 'dirtbag': 14129, 'carbs': 14130, 'eons': 14131, 'urinals': 14132, 'overhunting': 14133, 'headdress': 14134, 'fraudsters': 14135, 'traditions': 14136, 'clavin': 14137, 'hokey': 14138, 'digitization': 14139, 'impotently': 14140, 'impassable': 14141, 'orozco': 14142, 'reggie': 14143, 'atheletes': 14144, 'airmen': 14145, 'reimpose': 14146, 'chekhovian': 14147, 'americorps': 14148, 'carabiner': 14149, 'rappel': 14150, 'jebbush': 14151, 'supersized': 14152, 'tff': 14153, 'orzabal': 14154, 'ninetysomethings': 14155, 'photoshops': 14156, 'postsecret': 14157, 'prostate': 14158, 'motives': 14159, 'aveage': 14160, 'neill': 14161, 'blomkamp': 14162, 'abscond': 14163, 'sensational': 14164, 'beatboxers': 14165, 'bingo': 14166, 'prizeless': 14167, 'bavarian': 14168, 'ewan': 14169, 'crony': 14170, 'birthright': 14171, 'californian': 14172, 'demented': 14173, 'seaweed': 14174, 'nourish': 14175, 'stossel': 14176, 'thalia': 14177, 'cassuto': 14178, 'dearbetsy': 14179, 'candidly': 14180, 'ner': 14181, 'herbe': 14182, 'monet': 14183, 'catty': 14184, 'cylinders': 14185, 'outright': 14186, 'unicef': 14187, 'magnetic': 14188, 'puget': 14189, 'fatwa': 14190, 'rushdie': 14191, 'derivative': 14192, 'libby': 14193, 'johnsville': 14194, 'lifeline': 14195, 'erlich': 14196, 'sullenberger': 14197, 'trickle': 14198, 'glance': 14199, 'regrettable': 14200, 'solidify': 14201, 'dispensary': 14202, 'wavy': 14203, 'phoenician': 14204, 'tyre': 14205, 'redistribution': 14206, 'conyers': 14207, 'verbally': 14208, 'uglification': 14209, 'woooo': 14210, 'podesta': 14211, 'conglomerate': 14212, 'selflessly': 14213, 'traits': 14214, 'whippoorwill': 14215, 'coastline': 14216, 'ageist': 14217, 'aha': 14218, 'waddle': 14219, 'lonesome': 14220, 'slack': 14221, 'blunder': 14222, 'suede': 14223, 'burr': 14224, 'lorne': 14225, 'melty': 14226, 'lexicon': 14227, 'spaceships': 14228, 'blu': 14229, 'dwarf': 14230, 'demean': 14231, 'blvd': 14232, 'axel': 14233, 'stuntman': 14234, 'bloodstream': 14235, 'poems': 14236, 'davos': 14237, 'microbrewer': 14238, 'finephilia': 14239, 'saghian': 14240, 'astronomical': 14241, 'stagehand': 14242, 'warmest': 14243, 'webmd': 14244, 'faux': 14245, 'psalm': 14246, 'offenses': 14247, 'loaves': 14248, 'gargoyles': 14249, 'arc': 14250, 'pablo': 14251, 'escobar': 14252, 'hyperrealistic': 14253, 'overpay': 14254, 'dreamcatcher': 14255, 'rearview': 14256, 'alejandro': 14257, 'nieto': 14258, 'neuroses': 14259, 'wringer': 14260, 'munchkin': 14261, 'provence': 14262, 'pont': 14263, 'gard': 14264, 'lotion': 14265, 'concur': 14266, 'hooters': 14267, 'teleport': 14268, 'foolish': 14269, 'onscreen': 14270, 'cigna': 14271, 'nitroglycerin': 14272, 'chex': 14273, 'muffin': 14274, 'slop': 14275, 'loudspeakers': 14276, 'asheville': 14277, 'howdy': 14278, 'ichabod': 14279, 'headless': 14280, 'casamigos': 14281, 'robotrix': 14282, 'norton': 14283, 'flawlessly': 14284, 'broadwell': 14285, 'notebooks': 14286, 'incentive': 14287, 'kraft': 14288, 'osteoarthritis': 14289, 'virtues': 14290, 'hospitality': 14291, 'goldie': 14292, 'hawn': 14293, 'nightingale': 14294, 'vid': 14295, 'miff': 14296, 'detangling': 14297, 'flintstones': 14298, 'petulant': 14299, 'veggie': 14300, 'eaters': 14301, 'manzo': 14302, 'broom': 14303, 'housewife': 14304, 'marni': 14305, 'umass': 14306, 'freeload': 14307, 'cells': 14308, 'satanists': 14309, 'infrequent': 14310, 'scuffle': 14311, 'rubiobot': 14312, 'showcases': 14313, 'gooding': 14314, 'bolivian': 14315, 'asimo': 14316, 'carcasses': 14317, 'civilizations': 14318, 'gems': 14319, 'catfight': 14320, 'heche': 14321, 'protagonists': 14322, 'libyans': 14323, 'ching': 14324, 'chongs': 14325, 'implosion': 14326, 'tat': 14327, 'innocents': 14328, 'preferences': 14329, 'ethic': 14330, 'lampoon': 14331, 'cathartic': 14332, 'zawahiri': 14333, 'tedtalk': 14334, 'phat': 14335, 'jncos': 14336, 'ambulances': 14337, 'betrayer': 14338, 'desperation': 14339, 'plump': 14340, 'noncompete': 14341, 'dominoes': 14342, 'pulley': 14343, 'rollers': 14344, 'broomstick': 14345, 'mallet': 14346, 'shaker': 14347, 'variants': 14348, 'multiply': 14349, 'breakneck': 14350, 'improvements': 14351, 'swarthmore': 14352, 'bestselling': 14353, 'betty': 14354, 'friedan': 14355, 'trait': 14356, 'munchstrosity': 14357, 'layboratory': 14358, 'archangels': 14359, 'dapl': 14360, 'eritrean': 14361, 'bianchi': 14362, 'societal': 14363, 'twiztid': 14364, 'agendas': 14365, 'nh': 14366, 'strobe': 14367, 'bloodshot': 14368, 'belatedly': 14369, 'zinger': 14370, 'ecuadorian': 14371, 'xabraxian': 14372, 'madaya': 14373, 'sieges': 14374, 'goon': 14375, 'squads': 14376, 'prefrontal': 14377, 'cm': 14378, 'pansies': 14379, 'acclimate': 14380, 'jaden': 14381, 'treetop': 14382, 'nicholas': 14383, 'whiff': 14384, 'lunge': 14385, 'nes': 14386, 'explainthe': 14387, 'kitkats': 14388, 'prius': 14389, 'rudimentary': 14390, 'sagan': 14391, 'superstition': 14392, 'dwyane': 14393, 'unscientific': 14394, 'unethical': 14395, 'pamplona': 14396, 'ireporters': 14397, 'flavorful': 14398, 'mountainside': 14399, 'fickle': 14400, 'purists': 14401, 'punishable': 14402, 'tbilisi': 14403, 'dancy': 14404, 'outdo': 14405, 'lampshade': 14406, 'doable': 14407, 'bicep': 14408, 'neurologists': 14409, 'astrazeneca': 14410, 'assort': 14411, 'sampler': 14412, 'midriff': 14413, 'meadow': 14414, 'droop': 14415, 'spokesbeast': 14416, 'painstaking': 14417, 'feng': 14418, 'shui': 14419, 'floridian': 14420, 'therapies': 14421, 'homogenization': 14422, 'tavis': 14423, 'abductions': 14424, 'toads': 14425, 'fomo': 14426, 'meanest': 14427, 'comfortably': 14428, 'hoffa': 14429, 'lugar': 14430, 'hamstring': 14431, 'jamaican': 14432, 'delligatti': 14433, 'credibly': 14434, 'tweed': 14435, 'fiance': 14436, 'spiegel': 14437, 'stealin': 14438, 'evenly': 14439, 'indignant': 14440, 'audacious': 14441, 'skinless': 14442, 'healers': 14443, 'fancyclothes': 14444, 'geyser': 14445, 'twelfth': 14446, 'mooney': 14447, 'possum': 14448, 'baylee': 14449, 'empathize': 14450, 'madagascar': 14451, 'verbalize': 14452, 'skulk': 14453, 'victorian': 14454, 'blanco': 14455, 'batarang': 14456, 'symbols': 14457, 'persian': 14458, 'rugs': 14459, 'treaties': 14460, 'somalian': 14461, 'vloggers': 14462, 'warranty': 14463, 'tracee': 14464, 'cringeworthy': 14465, 'exceed': 14466, 'shale': 14467, 'geopolitics': 14468, 'recusal': 14469, 'cumbre': 14470, 'ricas': 14471, 'otro': 14472, 'desastre': 14473, 'para': 14474, 'heaviest': 14475, 'vawa': 14476, 'blankly': 14477, 'liberace': 14478, 'cristiano': 14479, 'darrelle': 14480, 'revis': 14481, 'norah': 14482, 'malkovich': 14483, 'pauline': 14484, 'kael': 14485, 'roadster': 14486, 'outcry': 14487, 'arsenal': 14488, 'preconceive': 14489, 'permafrost': 14490, 'afd': 14491, 'succubus': 14492, 'bulbous': 14493, 'freakonomist': 14494, 'weightlifters': 14495, 'derrick': 14496, 'cringe': 14497, 'amateurish': 14498, 'squarepants': 14499, 'trolley': 14500, 'backsplash': 14501, 'enron': 14502, 'temper': 14503, 'razzle': 14504, 'cookout': 14505, 'unattractive': 14506, 'wtc': 14507, 'clearheaded': 14508, 'reactionist': 14509, 'morons': 14510, 'della': 14511, 'dutifully': 14512, 'mahoney': 14513, 'brangelina': 14514, 'generator': 14515, 'ballerina': 14516, 'horseback': 14517, 'camouflage': 14518, 'upstage': 14519, 'remedy': 14520, 'sr': 14521, 'freelancer': 14522, 'scrape': 14523, 'khans': 14524, 'gyrocopter': 14525, 'silmarillion': 14526, 'speechwriter': 14527, 'saver': 14528, 'farina': 14529, 'trotters': 14530, 'transcripts': 14531, 'deceitful': 14532, 'deviously': 14533, 'unibeam': 14534, 'fielder': 14535, 'toothpicks': 14536, 'testers': 14537, 'tasered': 14538, 'appellate': 14539, 'coronation': 14540, 'pest': 14541, 'unusable': 14542, 'sprig': 14543, 'parsley': 14544, 'offensiveness': 14545, 'grandfathers': 14546, 'svu': 14547, 'deliberations': 14548, 'concise': 14549, 'normality': 14550, 'centric': 14551, 'wahoo': 14552, 'aloft': 14553, 'snowiest': 14554, 'tableside': 14555, 'krishnas': 14556, 'morrie': 14557, 'aerocar': 14558, 'troposphere': 14559, 'behaivor': 14560, 'cialis': 14561, 'reviewer': 14562, 'subscribe': 14563, 'proxies': 14564, 'baruch': 14565, 'oxy': 14566, 'choco': 14567, 'hoda': 14568, 'kotb': 14569, 'lads': 14570, 'liverpool': 14571, 'terrarium': 14572, 'poz': 14573, 'ballmer': 14574, 'chakras': 14575, 'inept': 14576, 'borneo': 14577, 'goody': 14578, 'hairbrushes': 14579, 'insolent': 14580, 'delicately': 14581, 'broach': 14582, 'kaminski': 14583, 'thandie': 14584, 'winwood': 14585, 'christcon': 14586, 'unfriending': 14587, 'callaghan': 14588, 'cartwheel': 14589, 'ribbons': 14590, 'marinara': 14591, 'vicinity': 14592, 'macarena': 14593, 'ceaseless': 14594, 'bayless': 14595, 'hayward': 14596, 'homeroom': 14597, 'lynette': 14598, 'valiantly': 14599, 'tic': 14600, 'tac': 14601, 'portlandia': 14602, 'mra': 14603, 'digitalhealth': 14604, 'disposal': 14605, 'bachata': 14606, 'halo': 14607, 'multiplayer': 14608, 'shelfie': 14609, 'kukors': 14610, 'edm': 14611, 'silverware': 14612, 'prepping': 14613, 'reasonably': 14614, 'barbershop': 14615, 'henchman': 14616, 'turbine': 14617, 'alia': 14618, 'shawkat': 14619, 'lurid': 14620, 'pharmacist': 14621, 'plumage': 14622, 'debrief': 14623, 'ungrateful': 14624, 'stereo': 14625, 'communal': 14626, 'menthol': 14627, 'eaves': 14628, 'outliers': 14629, 'fairer': 14630, 'jokester': 14631, 'thrower': 14632, 'greed': 14633, 'sarawak': 14634, 'ipads': 14635, 'dreary': 14636, 'passionless': 14637, 'mein': 14638, 'hrer': 14639, 'voyeur': 14640, 'candice': 14641, 'midsize': 14642, 'jabbar': 14643, 'accelerate': 14644, 'adaptations': 14645, 'lundergan': 14646, 'carton': 14647, 'standpoint': 14648, 'scholarships': 14649, 'panhandlers': 14650, 'horseshoe': 14651, 'understandably': 14652, 'successories': 14653, 'drexel': 14654, 'caterer': 14655, 'mindhunter': 14656, 'ingber': 14657, 'freezers': 14658, 'mena': 14659, 'rift': 14660, 'wambach': 14661, 'fritz': 14662, 'macbook': 14663, 'shoddy': 14664, 'governance': 14665, 'passant': 14666, 'chessboard': 14667, 'shadowy': 14668, 'dimly': 14669, 'goiter': 14670, 'scenery': 14671, 'entrance': 14672, 'catamaran': 14673, 'fd': 14674, 'eggnog': 14675, 'litmus': 14676, 'outcrop': 14677, 'anytime': 14678, 'landmass': 14679, 'overjoy': 14680, 'mcmuffins': 14681, 'dice': 14682, 'waxwork': 14683, 'courtship': 14684, 'fifties': 14685, 'binomials': 14686, 'rza': 14687, 'toolbar': 14688, 'cursor': 14689, 'xxxxii': 14690, 'perjurer': 14691, 'napkinless': 14692, 'juul': 14693, 'squalid': 14694, 'tearless': 14695, 'emmanuelle': 14696, 'seigner': 14697, 'holyoke': 14698, 'minidress': 14699, 'skimp': 14700, 'cutups': 14701, 'rables': 14702, 'asylums': 14703, 'orifice': 14704, 'verreos': 14705, 'premarital': 14706, 'hoya': 14707, 'cybergranny': 14708, 'aaa': 14709, 'kayaker': 14710, 'hibernate': 14711, 'mika': 14712, 'himmler': 14713, 'dobkin': 14714, 'schmitt': 14715, 'coptic': 14716, 'latifah': 14717, 'waterfall': 14718, 'indiscrimination': 14719, 'humanists': 14720, 'obelisk': 14721, 'armchair': 14722, 'falsehoods': 14723, 'sycophant': 14724, 'frilly': 14725, 'ged': 14726, 'ossoff': 14727, 'lossoff': 14728, 'dinty': 14729, 'poupon': 14730, 'arabic': 14731, 'calligraphy': 14732, 'trumplethinskin': 14733, 'tyrion': 14734, 'daenerys': 14735, 'swimsuits': 14736, 'recognizable': 14737, 'scoggins': 14738, 'derelict': 14739, 'guerrilla': 14740, 'wk': 14741, 'proverb': 14742, 'blogging': 14743, 'charities': 14744, 'plotters': 14745, 'kilauea': 14746, 'bromance': 14747, 'infidelities': 14748, 'sermon': 14749, 'gar': 14750, 'blacker': 14751, 'mayfield': 14752, 'streaker': 14753, 'ceremonially': 14754, 'botanist': 14755, 'hough': 14756, 'endometriosis': 14757, 'sauna': 14758, 'tiffani': 14759, 'thiessen': 14760, 'elisabeth': 14761, 'bler': 14762, 'zohan': 14763, 'der': 14764, 'beek': 14765, 'whelan': 14766, 'nycb': 14767, 'deux': 14768, 'killmonger': 14769, 'sooo': 14770, 'defunct': 14771, 'protocol': 14772, 'kenan': 14773, 'mites': 14774, 'unpopped': 14775, 'kernels': 14776, 'mustang': 14777, 'subcontinent': 14778, 'gloat': 14779, 'draconian': 14780, 'fordham': 14781, 'allah': 14782, 'darla': 14783, 'hamburglar': 14784, 'radiohead': 14785, 'colon': 14786, 'brando': 14787, 'genres': 14788, 'vrckovnik': 14789, 'tulip': 14790, 'sylville': 14791, 'witty': 14792, 'lapel': 14793, 'bargain': 14794, 'adjective': 14795, 'mariel': 14796, 'katherine': 14797, 'heigl': 14798, 'mugshots': 14799, 'proactive': 14800, 'granny': 14801, 'ineptitude': 14802, 'yordano': 14803, 'ventura': 14804, 'marte': 14805, 'calumet': 14806, 'bondage': 14807, 'jeanette': 14808, 'parotid': 14809, 'bibhu': 14810, 'mohapatra': 14811, 'venison': 14812, 'dropthecover': 14813, 'vito': 14814, 'corleone': 14815, 'admirals': 14816, 'vicar': 14817, 'newport': 14818, 'histories': 14819, 'asap': 14820, 'pc': 14821, 'nif': 14822, 'fracas': 14823, 'livestreams': 14824, 'liveblogged': 14825, 'locust': 14826, 'oates': 14827, 'rhinos': 14828, 'retrain': 14829, 'scavengers': 14830, 'ferocious': 14831, 'peppermint': 14832, 'harding': 14833, 'persuade': 14834, 'eucharist': 14835, 'toons': 14836, 'nidetch': 14837, 'recanvass': 14838, 'sterilization': 14839, 'diaspora': 14840, 'wmd': 14841, 'andreessen': 14842, 'louisa': 14843, 'gornick': 14844, 'leery': 14845, 'manuscripts': 14846, 'underemployed': 14847, 'vocalize': 14848, 'unscripted': 14849, 'weirder': 14850, 'starlight': 14851, 'zeta': 14852, 'congrats': 14853, 'myroommateisweird': 14854, 'roomie': 14855, 'paternalizing': 14856, 'rodham': 14857, 'faqs': 14858, 'cartilage': 14859, 'mobiles': 14860, 'cadillac': 14861, 'dionne': 14862, 'nerf': 14863, 'morse': 14864, 'maraud': 14865, 'poacher': 14866, 'megadeth': 14867, 'holiest': 14868, 'windowless': 14869, 'pillage': 14870, 'kavolius': 14871, 'possibilities': 14872, 'warmonger': 14873, 'fiennes': 14874, 'foxtrot': 14875, 'kearney': 14876, 'disparities': 14877, 'salaam': 14878, 'partygoers': 14879, 'sniglets': 14880, 'dascha': 14881, 'polanco': 14882, 'tumblr': 14883, 'reclassify': 14884, 'pronunciation': 14885, 'siberian': 14886, 'giddily': 14887, 'loserman': 14888, 'validate': 14889, 'guardrail': 14890, 'bangerz': 14891, 'titanium': 14892, 'nannies': 14893, 'thereisaidit': 14894, 'nutritious': 14895, 'farther': 14896, 'supernatural': 14897, 'defenders': 14898, 'ney': 14899, 'countless': 14900, 'schoolyard': 14901, 'evaluations': 14902, 'mummies': 14903, 'archbishops': 14904, 'droves': 14905, 'aweism': 14906, 'humanist': 14907, 'transcendence': 14908, 'snail': 14909, 'chia': 14910, 'negligible': 14911, 'luis': 14912, 'gutierrez': 14913, 'westernize': 14914, 'dibs': 14915, 'pompeii': 14916, 'excavation': 14917, 'facsimile': 14918, 'disconcert': 14919, 'bogosian': 14920, 'pallid': 14921, 'zales': 14922, 'abedin': 14923, 'trailblazers': 14924, 'emoticon': 14925, 'crucifix': 14926, 'punisher': 14927, 'tente': 14928, 'mischa': 14929, 'barton': 14930, 'outkast': 14931, 'attainable': 14932, 'mikey': 14933, 'foam': 14934, 'parish': 14935, 'redirect': 14936, 'leppard': 14937, 'superstore': 14938, 'deceptively': 14939, 'tempurpedic': 14940, 'ricci': 14941, 'solvents': 14942, 'recuperate': 14943, 'oncoming': 14944, 'schneider': 14945, 'aztec': 14946, 'chowing': 14947, 'oberst': 14948, 'cessna': 14949, 'cedrick': 14950, 'chatman': 14951, 'freight': 14952, 'piggy': 14953, 'bhutanese': 14954, 'lhabab': 14955, 'duchen': 14956, 'nephews': 14957, 'unwarranted': 14958, 'ophelia': 14959, 'recuse': 14960, 'decapitate': 14961, 'fanduel': 14962, 'willi': 14963, 'portfolio': 14964, 'phd': 14965, 'niagara': 14966, 'prepper': 14967, 'demoralize': 14968, 'tonga': 14969, 'taufatofua': 14970, 'irreplaceable': 14971, 'kindergartens': 14972, 'vinnie': 14973, 'nonindigenous': 14974, 'entomologist': 14975, 'videographer': 14976, 'perky': 14977, 'underlie': 14978, 'titties': 14979, 'sect': 14980, 'voila': 14981, 'awww': 14982, 'waterspout': 14983, 'spacex': 14984, 'minus': 14985, 'pippa': 14986, 'barkley': 14987, 'phantom': 14988, 'bocelli': 14989, 'uptight': 14990, 'matron': 14991, 'businessmen': 14992, 'dudley': 14993, 'murillo': 14994, 'neoliberalism': 14995, 'overprivileged': 14996, 'offshorers': 14997, 'inboxes': 14998, 'deflategate': 14999, 'zest': 15000, 'trinidad': 15001, 'tobago': 15002, 'dramatize': 15003, 'countryside': 15004, 'panhandler': 15005, 'revisions': 15006, 'trumpbeast': 15007, 'difficulties': 15008, 'seclude': 15009, 'fencers': 15010, 'malt': 15011, 'homies': 15012, 'ejaculation': 15013, 'neutrogena': 15014, 'antacid': 15015, 'dopamine': 15016, 'asbell': 15017, 'juiced': 15018, 'weighty': 15019, 'reissue': 15020, 'jessie': 15021, 'gargamel': 15022, 'snoopy': 15023, 'jlaw': 15024, 'dominic': 15025, 'casulli': 15026, 'bertolli': 15027, 'saturate': 15028, 'nielsens': 15029, 'trumpist': 15030, 'underdevelop': 15031, 'arbor': 15032, 'janine': 15033, 'molinari': 15034, 'infamy': 15035, 'eclairs': 15036, 'dorito': 15037, 'wolff': 15038, 'ofiesh': 15039, 'kaytlin': 15040, 'bailey': 15041, 'stabbings': 15042, 'thorax': 15043, 'clemson': 15044, 'lsu': 15045, 'evangelicalism': 15046, 'differentiation': 15047, 'karma': 15048, 'turban': 15049, 'gendiy': 15050, 'raddatz': 15051, 'mvp': 15052, 'volatility': 15053, 'boulud': 15054, 'alum': 15055, 'spokeschild': 15056, 'griswold': 15057, 'sportscast': 15058, 'mildly': 15059, 'unintentionally': 15060, 'mbta': 15061, 'cobbler': 15062, 'desserts': 15063, 'unbefitting': 15064, 'magnate': 15065, 'carmen': 15066, 'carrera': 15067, 'slushie': 15068, 'squiggly': 15069, 'preserver': 15070, 'unbreakable': 15071, 'enrique': 15072, 'iglesias': 15073, 'kournikova': 15074, 'stimulation': 15075, 'subdivisions': 15076, 'fiber': 15077, 'optics': 15078, 'radish': 15079, 'fryer': 15080, 'mobster': 15081, 'taekwondo': 15082, 'horizons': 15083, 'necrotic': 15084, 'jerseys': 15085, 'unplanned': 15086, 'belamide': 15087, 'dreyfus': 15088, 'billiards': 15089, 'dominica': 15090, 'insignificant': 15091, 'simulation': 15092, 'abhorrent': 15093, 'quintanilla': 15094, 'beautify': 15095, 'tarana': 15096, 'hizballah': 15097, 'undying': 15098, 'girlboss': 15099, 'rouse': 15100, 'dataclysm': 15101, 'burnout': 15102, 'lightweights': 15103, 'poseidon': 15104, 'windsurf': 15105, 'vowel': 15106, 'downpour': 15107, 'sneer': 15108, 'wackier': 15109, 'snakepit': 15110, 'rotund': 15111, 'monogramed': 15112, 'arafat': 15113, 'perceive': 15114, 'habitable': 15115, 'bertha': 15116, 'southerners': 15117, 'babysit': 15118, 'eavesdrop': 15119, 'utero': 15120, 'oblivion': 15121, 'cuddly': 15122, 'rhys': 15123, 'selfhood': 15124, 'ssy': 15125, 'impeccable': 15126, 'aggravate': 15127, 'sunbathe': 15128, 'teas': 15129, 'coneflower': 15130, 'designations': 15131, 'mitthew': 15132, 'appetizer': 15133, 'battlefront': 15134, 'slicker': 15135, 'oxen': 15136, 'tithe': 15137, 'endangerment': 15138, 'dylann': 15139, 'depopulate': 15140, 'tis': 15141, 'calmer': 15142, 'torchlit': 15143, 'incurable': 15144, 'strawberries': 15145, 'minj': 15146, 'pragmatist': 15147, 'hitchhikers': 15148, 'awkwardness': 15149, 'aikido': 15150, 'flier': 15151, 'ronnie': 15152, 'subminimum': 15153, 'dwarvish': 15154, 'pager': 15155, 'smb': 15156, 'torrenting': 15157, 'raphaelite': 15158, 'contessa': 15159, 'electrician': 15160, 'priests': 15161, 'jana': 15162, 'ifttt': 15163, 'transactions': 15164, 'prankster': 15165, 'caregiver': 15166, 'meldonium': 15167, 'minibar': 15168, 'dominican': 15169, 'warplanes': 15170, 'wallis': 15171, 'tribalism': 15172, 'parsons': 15173, 'inedibles': 15174, 'rica': 15175, 'feat': 15176, 'bitchy': 15177, 'swoop': 15178, 'munchies': 15179, 'efficiency': 15180, 'millard': 15181, 'fillmore': 15182, 'smuggler': 15183, 'furries': 15184, 'quincea': 15185, 'nikes': 15186, 'adjudicatory': 15187, 'tendon': 15188, 'goldstein': 15189, 'pitchers': 15190, 'strollers': 15191, 'puck': 15192, 'savior': 15193, 'bolling': 15194, 'rhythm': 15195, 'generously': 15196, 'pedophiles': 15197, 'seabird': 15198, 'landowning': 15199, 'exemption': 15200, 'anchorage': 15201, 'crotchless': 15202, 'typeface': 15203, 'insincerity': 15204, 'plugin': 15205, 'sartorial': 15206, 'punta': 15207, 'cana': 15208, 'telegraph': 15209, 'hmm': 15210, 'textbooks': 15211, 'reggaet': 15212, 'nuggets': 15213, 'syllable': 15214, 'fedotowsky': 15215, 'manno': 15216, 'assing': 15217, 'griffith': 15218, 'censure': 15219, 'asimov': 15220, 'administrations': 15221, 'offload': 15222, 'hungary': 15223, 'colts': 15224, 'potomac': 15225, 'madoff': 15226, 'spoiler': 15227, 'labrador': 15228, 'fafsa': 15229, 'apgar': 15230, 'typos': 15231, 'pothole': 15232, 'cobblestone': 15233, 'devastation': 15234, 'vanuatu': 15235, 'rehabilitation': 15236, 'palance': 15237, 'moranis': 15238, 'snapper': 15239, 'xylophonist': 15240, 'burkini': 15241, 'tamagotchi': 15242, 'globalist': 15243, 'plutocrat': 15244, 'incarcerate': 15245, 'abide': 15246, 'hallburton': 15247, 'kirkus': 15248, 'collections': 15249, 'dusty': 15250, 'permutations': 15251, 'estrada': 15252, 'quaaludes': 15253, 'quaalude': 15254, 'lovin': 15255, 'delegitimize': 15256, 'favreau': 15257, 'muzlim': 15258, 'terroist': 15259, 'cowpoke': 15260, 'aruban': 15261, 'marti': 15262, 'noxon': 15263, 'dunst': 15264, 'genealogists': 15265, 'lotus': 15266, 'serenity': 15267, 'strew': 15268, 'ellison': 15269, 'uninspiring': 15270, 'pepa': 15271, 'hogsmeade': 15272, 'russet': 15273, 'sakharov': 15274, 'cobweb': 15275, 'sectarian': 15276, 'authoritarianism': 15277, 'bahrain': 15278, 'secular': 15279, 'gilliam': 15280, 'philander': 15281, 'voyeurs': 15282, 'maureen': 15283, 'warheads': 15284, 'laramie': 15285, 'quiver': 15286, 'gumby': 15287, 'mediation': 15288, 'microscopic': 15289, 'petri': 15290, 'raunchy': 15291, 'lactose': 15292, 'alvin': 15293, 'masterstoke': 15294, 'visualize': 15295, 'irresponsible': 15296, 'presser': 15297, 'seizures': 15298, 'atx': 15299, 'clive': 15300, 'cussler': 15301, 'skeptics': 15302, 'olay': 15303, 'moisturize': 15304, 'scampis': 15305, 'org': 15306, 'hydrate': 15307, 'culpo': 15308, 'inexplicably': 15309, 'onlookers': 15310, 'cigar': 15311, 'seniority': 15312, 'profession': 15313, 'birdhouse': 15314, 'faction': 15315, 'gosselaar': 15316, 'aftershocks': 15317, 'bicentennial': 15318, 'ruckeyser': 15319, 'shortcut': 15320, 'zinc': 15321, 'remission': 15322, 'westernization': 15323, 'cottage': 15324, 'waverly': 15325, 'bello': 15326, 'cinzano': 15327, 'ayurveda': 15328, 'conversationalist': 15329, 'daphne': 15330, 'paypal': 15331, 'ios': 15332, 'earplugs': 15333, 'walkouts': 15334, 'rubbermaid': 15335, 'profitably': 15336, 'supplier': 15337, 'servicewomen': 15338, 'eyeball': 15339, 'jeweler': 15340, 'unrelated': 15341, 'metropolitan': 15342, 'garofalo': 15343, 'dickipedia': 15344, 'bikram': 15345, 'planetarium': 15346, 'unrelenting': 15347, 'expenditure': 15348, 'frenzied': 15349, 'unofficial': 15350, 'weepy': 15351, 'pansy': 15352, 'swalwell': 15353, 'baha': 15354, 'thinner': 15355, 'granta': 15356, 'deride': 15357, 'philistines': 15358, 'celinda': 15359, 'intergenerational': 15360, 'maisie': 15361, 'politicize': 15362, 'judiciary': 15363, 'techie': 15364, 'pectoral': 15365, 'taser': 15366, 'corroborate': 15367, 'lunchables': 15368, 'houghton': 15369, 'mifflin': 15370, 'harcourt': 15371, 'pusha': 15372, 'julie': 15373, 'andrews': 15374, 'talc': 15375, 'genders': 15376, 'grimsby': 15377, 'snuggly': 15378, 'squalor': 15379, 'doubter': 15380, 'defer': 15381, 'legionnaire': 15382, 'potent': 15383, 'psychosis': 15384, 'leyco': 15385, 'nyquil': 15386, 'absorbency': 15387, 'tacky': 15388, 'statisticians': 15389, 'catcaller': 15390, 'gavels': 15391, 'buren': 15392, 'impala': 15393, 'vol': 15394, 'vent': 15395, 'luckiest': 15396, 'pout': 15397, 'embitter': 15398, 'menus': 15399, 'humorous': 15400, 'mcchicken': 15401, 'fundamentally': 15402, 'manvendra': 15403, 'singh': 15404, 'gohil': 15405, 'neurological': 15406, 'dolphinsoul': 15407, 'showerin': 15408, 'chrysalis': 15409, 'gastropub': 15410, 'smg': 15411, 'coliseum': 15412, 'nxivm': 15413, 'masterson': 15414, 'biomom': 15415, 'bodymate': 15416, 'massively': 15417, 'disengage': 15418, 'fanpage': 15419, 'hottie': 15420, 'facialist': 15421, 'downtown': 15422, 'misspeak': 15423, 'chainsaws': 15424, 'homebuilding': 15425, 'sprinklers': 15426, 'kidman': 15427, 'preference': 15428, 'badtz': 15429, 'maru': 15430, 'sanrio': 15431, 'counteract': 15432, 'eel': 15433, 'smelt': 15434, 'renominates': 15435, 'ins': 15436, 'facemask': 15437, 'disproven': 15438, 'retry': 15439, 'ducharme': 15440, 'sparkly': 15441, 'merritt': 15442, 'midgets': 15443, 'kelsea': 15444, 'ballerini': 15445, 'timelapses': 15446, 'bice': 15447, 'slurp': 15448, 'superrman': 15449, 'copyedit': 15450, 'lesley': 15451, 'kagen': 15452, 'freudian': 15453, 'lifehouse': 15454, 'walkover': 15455, 'passions': 15456, 'interactive': 15457, 'thatcher': 15458, 'foolishness': 15459, 'hallmarks': 15460, 'plastics': 15461, 'zappos': 15462, 'gopro': 15463, 'cheerleaders': 15464, 'politwoops': 15465, 'omnigrain': 15466, 'cheerios': 15467, 'pedal': 15468, 'recant': 15469, 'janitors': 15470, 'crucify': 15471, 'mildew': 15472, 'hypocrisies': 15473, 'ohh': 15474, 'sederer': 15475, 'matador': 15476, 'bullring': 15477, 'vaporize': 15478, 'malnutrition': 15479, 'gunner': 15480, 'typically': 15481, 'petronas': 15482, 'skybridge': 15483, 'bart': 15484, 'nemtsov': 15485, 'jahlil': 15486, 'okafor': 15487, 'newfound': 15488, 'duchovny': 15489, 'miniseries': 15490, 'enrollees': 15491, 'gutsy': 15492, 'strive': 15493, 'calmly': 15494, 'evictions': 15495, 'correspondence': 15496, 'daemon': 15497, 'transformer': 15498, 'turnkey': 15499, 'ruben': 15500, 'studdard': 15501, 'waft': 15502, 'resolute': 15503, 'roost': 15504, 'tel': 15505, 'aviv': 15506, 'ghraib': 15507, 'checkpoint': 15508, 'hud': 15509, 'arrows': 15510, 'hypothesize': 15511, 'thirds': 15512, 'summa': 15513, 'laude': 15514, 'syrupy': 15515, 'gchatting': 15516, 'dressbarn': 15517, 'sluts': 15518, 'chico': 15519, 'birdseed': 15520, 'multifaceted': 15521, 'organisms': 15522, 'kerfuffle': 15523, 'poets': 15524, 'bloodfest': 15525, 'workshop': 15526, 'spores': 15527, 'developer': 15528, 'scholly': 15529, 'cto': 15530, 'pirollo': 15531, 'tinderbox': 15532, 'shepherd': 15533, 'bloomsday': 15534, 'doorstop': 15535, 'nw': 15536, 'sommelier': 15537, 'hijabista': 15538, 'burqa': 15539, 'stave': 15540, 'overdo': 15541, 'barcelona': 15542, 'illegitimate': 15543, 'roske': 15544, 'frogmen': 15545, 'hardwork': 15546, 'mofo': 15547, 'roundabouts': 15548, 'haphazardly': 15549, 'unsolved': 15550, 'butler': 15551, 'mathew': 15552, 'reconfirmation': 15553, 'boars': 15554, 'huang': 15555, 'farmland': 15556, 'murkowski': 15557, 'lsd': 15558, 'neurology': 15559, 'mistress': 15560, 'rebrands': 15561, 'disappointimals': 15562, 'inaccuracies': 15563, 'auditors': 15564, 'eastwood': 15565, 'airtight': 15566, 'knocker': 15567, 'asteroid': 15568, 'technical': 15569, 'obi': 15570, 'wan': 15571, 'kenobi': 15572, 'chalk': 15573, 'murrieta': 15574, 'taxidermied': 15575, 'zapper': 15576, 'sullivan': 15577, 'boon': 15578, 'searchlight': 15579, 'ringer': 15580, 'noteworthy': 15581, 'chihuly': 15582, 'plagiarize': 15583, 'madeline': 15584, 'multiplex': 15585, 'lush': 15586, 'bloodbombs': 15587, 'restaurateur': 15588, 'squatters': 15589, 'granddaughters': 15590, 'soliders': 15591, 'ssris': 15592, 'municipality': 15593, 'yeezy': 15594, 'vil': 15595, 'bookshelf': 15596, 'himalayas': 15597, 'cheesesteak': 15598, 'hubbard': 15599, 'scientologist': 15600, 'dreamworks': 15601, 'skg': 15602, 'tutus': 15603, 'sequins': 15604, 'equivalency': 15605, 'floral': 15606, 'detour': 15607, 'physicians': 15608, 'khrushchev': 15609, 'ferrante': 15610, 'suppliers': 15611, 'masquerade': 15612, 'awfully': 15613, 'unrepresentative': 15614, 'overflow': 15615, 'mediator': 15616, 'textured': 15617, 'nappy': 15618, 'perminators': 15619, 'precarious': 15620, 'intellectuals': 15621, 'zendaya': 15622, 'upbraid': 15623, 'scoff': 15624, 'egregious': 15625, 'ubs': 15626, 'foggy': 15627, 'astana': 15628, 'terrific': 15629, 'aubrey': 15630, 'tab': 15631, 'leisure': 15632, 'antisocial': 15633, 'groovin': 15634, 'lyricist': 15635, 'barlow': 15636, 'biracial': 15637, 'negate': 15638, 'flirty': 15639, 'continuity': 15640, 'barborak': 15641, 'lerner': 15642, 'differentiator': 15643, 'mantra': 15644, 'evancho': 15645, 'pyer': 15646, 'apnea': 15647, 'astrological': 15648, 'recapture': 15649, 'populists': 15650, 'wagnerism': 15651, 'macon': 15652, 'asparagus': 15653, 'achievements': 15654, 'midwesterners': 15655, 'alcoholics': 15656, 'fratricide': 15657, 'nationally': 15658, 'murph': 15659, 'gogh': 15660, 'ovarian': 15661, 'ko': 15662, 'reincarnate': 15663, 'erratic': 15664, 'gyno': 15665, 'birtherism': 15666, 'dreamily': 15667, 'scandinavia': 15668, 'chinaware': 15669, 'indecent': 15670, 'mire': 15671, 'establishments': 15672, 'unlawfully': 15673, 'economist': 15674, 'brownribboncampaign': 15675, 'laden': 15676, 'bellwether': 15677, 'hoosier': 15678, 'groundskeeper': 15679, 'circulate': 15680, 'millie': 15681, 'overfunded': 15682, 'eccentricities': 15683, 'disingenuous': 15684, 'lorna': 15685, 'meditations': 15686, 'blackness': 15687, 'olbermann': 15688, 'grabber': 15689, 'diversify': 15690, 'cypriots': 15691, 'monastery': 15692, 'coon': 15693, 'lovestruck': 15694, 'greats': 15695, 'cinnabontography': 15696, 'sidney': 15697, 'appraise': 15698, 'overemphasize': 15699, 'goonies': 15700, 'purr': 15701, 'chobani': 15702, 'jetpack': 15703, 'playable': 15704, 'cryptically': 15705, 'rites': 15706, 'fajita': 15707, 'spade': 15708, 'dislocate': 15709, 'comforter': 15710, 'unzip': 15711, 'tweetstorm': 15712, 'invisibility': 15713, 'heartstrings': 15714, 'madd': 15715, 'grieco': 15716, 'faintly': 15717, 'adoptee': 15718, 'racialized': 15719, 'addcandytoamovie': 15720, 'geffen': 15721, 'playhouse': 15722, 'ebooks': 15723, 'crisp': 15724, 'dapperly': 15725, 'kiyoko': 15726, 'benton': 15727, 'inherently': 15728, 'halfheartedly': 15729, 'esports': 15730, 'peds': 15731, 'shittiest': 15732, 'truckers': 15733, 'criers': 15734, 'polanski': 15735, 'controversies': 15736, 'suction': 15737, 'chandelier': 15738, 'prohibition': 15739, 'heartland': 15740, 'unlovable': 15741, 'technophile': 15742, 'ortiz': 15743, 'introspection': 15744, 'sharpen': 15745, 'cautionary': 15746, 'freemasons': 15747, 'purchaser': 15748, 'gabor': 15749, 'blameless': 15750, 'injectable': 15751, 'ripper': 15752, 'jitterbug': 15753, 'killin': 15754, 'disinterest': 15755, 'pekingese': 15756, 'weeklong': 15757, 'bellissima': 15758, 'flonase': 15759, 'immorality': 15760, 'hangin': 15761, 'tunisian': 15762, 'azores': 15763, 'thewrap': 15764, 'spout': 15765, 'breeders': 15766, 'mastiffeagle': 15767, 'sandboxes': 15768, 'inhabit': 15769, 'beatty': 15770, 'zz': 15771, 'megaphone': 15772, 'informative': 15773, 'landon': 15774, 'unasked': 15775, 'unsee': 15776, 'unpunished': 15777, 'fraudulent': 15778, 'nbd': 15779, 'nj': 15780, 'brazenly': 15781, 'charla': 15782, 'hackathons': 15783, 'schweitzer': 15784, 'pele': 15785, 'painters': 15786, 'cassoulet': 15787, 'rembrandt': 15788, 'gugu': 15789, 'spouses': 15790, 'loudspeaker': 15791, 'holdout': 15792, 'martens': 15793, 'janis': 15794, 'trainspotting': 15795, 'councilwomen': 15796, 'stationary': 15797, 'midway': 15798, 'plunder': 15799, 'turks': 15800, 'dumbfound': 15801, 'indecision': 15802, 'maw': 15803, 'pitifully': 15804, 'pizzagate': 15805, 'hogwarts': 15806, 'teri': 15807, 'hatcher': 15808, 'axl': 15809, 'polyamorous': 15810, 'triad': 15811, 'supermax': 15812, 'bff': 15813, 'equivalent': 15814, 'confirmations': 15815, 'izzo': 15816, 'spartans': 15817, 'cheyenne': 15818, 'rooftops': 15819, 'haim': 15820, 'prayforpaulgeorge': 15821, 'locator': 15822, 'kemper': 15823, 'caustic': 15824, 'surfboard': 15825, 'wkzn': 15826, 'medium': 15827, 'numbness': 15828, 'freestyles': 15829, 'slo': 15830, 'chafee': 15831, 'conspiracies': 15832, 'macaulay': 15833, 'culkin': 15834, 'anarchists': 15835, 'riverwalk': 15836, 'cyberspace': 15837, 'kurrencykook': 15838, 'sofia': 15839, 'sis': 15840, 'sanctuaries': 15841, 'tardy': 15842, 'tobolowsky': 15843, 'geodes': 15844, 'females': 15845, 'fax': 15846, 'prophecy': 15847, 'commandment': 15848, 'quieter': 15849, 'hofner': 15850, 'houseplant': 15851, 'ctrl': 15852, 'rollercoaster': 15853, 'pelicans': 15854, 'preheat': 15855, 'creampuff': 15856, 'airwaves': 15857, 'crackle': 15858, 'geddy': 15859, 'equip': 15860, 'mandibles': 15861, 'naawp': 15862, 'linen': 15863, 'abe': 15864, 'undernutrition': 15865, 'donaldson': 15866, 'kamau': 15867, 'quiznos': 15868, 'flout': 15869, 'nda': 15870, 'dukes': 15871, 'hazzard': 15872, 'mcdougal': 15873, 'indulgent': 15874, 'trumpismo': 15875, 'jillian': 15876, 'fag': 15877, 'classiest': 15878, 'mres': 15879, 'flank': 15880, 'nevertheless': 15881, 'funkier': 15882, 'supplant': 15883, 'obscenity': 15884, 'chamomile': 15885, 'motto': 15886, 'anesthetize': 15887, 'outbursts': 15888, 'slob': 15889, 'authorization': 15890, 'flunk': 15891, 'decompose': 15892, 'mollusks': 15893, 'ladenschlussgesetz': 15894, 'jamar': 15895, 'basset': 15896, 'caduceus': 15897, 'fingerless': 15898, 'synonyms': 15899, 'surplus': 15900, 'blogosphere': 15901, 'respectful': 15902, 'foulest': 15903, 'hardball': 15904, 'kathleen': 15905, 'hartnett': 15906, 'siren': 15907, 'fallacy': 15908, 'officiants': 15909, 'chaplaincy': 15910, 'packet': 15911, 'smalltalk': 15912, 'nuanced': 15913, 'bulimia': 15914, 'nhs': 15915, 'abysmal': 15916, 'nonexistent': 15917, 'vidcon': 15918, 'tley': 15919, 'lanterns': 15920, 'etheridge': 15921, 'wallem': 15922, 'chord': 15923, 'strenlow': 15924, 'dander': 15925, 'typography': 15926, 'equivalence': 15927, 'strawberry': 15928, 'blondes': 15929, 'shondaland': 15930, 'hardwood': 15931, 'arcade': 15932, 'iver': 15933, 'broward': 15934, 'dvds': 15935, 'hew': 15936, 'uninvestigated': 15937, 'budapest': 15938, 'soros': 15939, 'deporters': 15940, 'serene': 15941, 'stupendous': 15942, 'buglers': 15943, 'billionnaire': 15944, 'bourbon': 15945, 'corbett': 15946, 'regenerate': 15947, 'rawlings': 15948, 'dumbed': 15949, 'soloway': 15950, 'enlistment': 15951, 'geist': 15952, 'fer': 15953, 'brotherly': 15954, 'divorc': 15955, 'concoction': 15956, 'riverboat': 15957, 'horseracing': 15958, 'rubenesque': 15959, 'picassoesque': 15960, 'rationality': 15961, 'clamp': 15962, 'fireeye': 15963, 'farmlands': 15964, 'enema': 15965, 'backroom': 15966, 'trumpzilla': 15967, 'pilgrims': 15968, 'mohandas': 15969, 'abominable': 15970, 'misbehavior': 15971, 'dol': 15972, 'sinful': 15973, 'luftwaffle': 15974, 'superiority': 15975, 'dirtiest': 15976, 'assess': 15977, 'supermodels': 15978, 'plutocratic': 15979, 'freakish': 15980, 'nixonian': 15981, 'juxtapose': 15982, 'iconography': 15983, 'kindly': 15984, 'stfu': 15985, 'dora': 15986, 'kurdistan': 15987, 'referendums': 15988, 'pasties': 15989, 'summerslam': 15990, 'lesser': 15991, 'viability': 15992, 'koechner': 15993, 'ineffectual': 15994, 'mags': 15995, 'gi': 15996, 'alda': 15997, 'sag': 15998, 'kudrow': 15999, 'wyatt': 16000, 'clairvoyant': 16001, 'vaughn': 16002, 'arbus': 16003, 'facto': 16004, 'jowls': 16005, 'eyelid': 16006, 'kabat': 16007, 'thaler': 16008, 'baranski': 16009, 'powher': 16010, 'kathryn': 16011, 'bigelow': 16012, 'directress': 16013, 'mealy': 16014, 'romano': 16015, 'frequent': 16016, 'flighter': 16017, 'responsibly': 16018, 'hassan': 16019, 'jameel': 16020, 'ska': 16021, 'incoherent': 16022, 'maids': 16023, 'grandmothers': 16024, 'textile': 16025, 'redwood': 16026, 'slangry': 16027, 'benevolent': 16028, 'possessor': 16029, 'nepotist': 16030, 'scattergories': 16031, 'disadvantage': 16032, 'fisting': 16033, 'enactors': 16034, 'directives': 16035, 'bogetti': 16036, 'revisionist': 16037, 'houseboat': 16038, 'moloch': 16039, 'metta': 16040, 'emaciate': 16041, 'mistreat': 16042, 'curiously': 16043, 'restructure': 16044, 'bluff': 16045, 'tundra': 16046, 'emptiness': 16047, 'jacob': 16048, 'ulbricht': 16049, 'nicest': 16050, 'westeros': 16051, 'gull': 16052, 'infidel': 16053, 'toffee': 16054, 'bodyguard': 16055, 'overselling': 16056, 'horcrux': 16057, 'transylvania': 16058, 'basis': 16059, 'uptown': 16060, 'beggar': 16061, 'firewood': 16062, 'farewells': 16063, 'insanity': 16064, 'epperson': 16065, 'unmask': 16066, 'blindingly': 16067, 'dahlia': 16068, 'precipice': 16069, 'goofball': 16070, 'arthamptons': 16071, 'appelhof': 16072, 'maidstone': 16073, 'punks': 16074, 'cartographers': 16075, 'sprout': 16076, 'wrapper': 16077, 'zealot': 16078, 'formaldehyde': 16079, 'wiretapped': 16080, 'hodor': 16081, 'thanos': 16082, 'wee': 16083, 'listerine': 16084, 'undeserved': 16085, 'aspirin': 16086, 'fedexed': 16087, 'snafu': 16088, 'uncontrollable': 16089, 'criteria': 16090, 'kylo': 16091, 'nichols': 16092, 'uncuffing': 16093, 'cronies': 16094, 'saget': 16095, 'antelopeater': 16096, 'passport': 16097, 'waver': 16098, 'priesthood': 16099, 'anus': 16100, 'aussie': 16101, 'pictorial': 16102, 'mouseketeer': 16103, 'marque': 16104, 'lynche': 16105, 'extenders': 16106, 'chicanery': 16107, 'violet': 16108, 'zambia': 16109, 'groan': 16110, 'kon': 16111, 'tiki': 16112, 'rookies': 16113, 'upend': 16114, 'microfiber': 16115, 'chug': 16116, 'cephas': 16117, 'heyer': 16118, 'wilmot': 16119, 'proviso': 16120, 'idlib': 16121, 'pushups': 16122, 'maersk': 16123, 'tar': 16124, 'unwatched': 16125, 'unblinking': 16126, 'expletives': 16127, 'gallon': 16128, 'sexiness': 16129, 'meadows': 16130, 'fountains': 16131, 'gigabyte': 16132, 'latinas': 16133, 'unanimous': 16134, 'pinchuk': 16135, 'mistral': 16136, 'warships': 16137, 'buyer': 16138, 'disinfectant': 16139, 'wittels': 16140, 'stingray': 16141, 'recoil': 16142, 'tarp': 16143, 'pcos': 16144, 'linebacker': 16145, 'cersei': 16146, 'annoyingly': 16147, 'gild': 16148, 'unearned': 16149, 'lids': 16150, 'impair': 16151, 'bacchanalia': 16152, 'decaf': 16153, 'cirque': 16154, 'soleil': 16155, 'thimble': 16156, 'token': 16157, 'frein': 16158, 'upham': 16159, 'yeager': 16160, 'laboriously': 16161, 'burrell': 16162, 'vfw': 16163, 'cluelessly': 16164, 'innuendo': 16165, 'amputees': 16166, 'interconnect': 16167, 'resourceful': 16168, 'annoyances': 16169, 'scoot': 16170, 'faerie': 16171, 'classrooms': 16172, 'ndez': 16173, 'cholesterol': 16174, 'royce': 16175, 'uday': 16176, 'nutsack': 16177, 'shocker': 16178, 'monstrously': 16179, 'lemmy': 16180, 'motorhead': 16181, 'starfucker': 16182, 'caleb': 16183, 'slickers': 16184, 'deprivation': 16185, 'chesapeake': 16186, 'mcclendon': 16187, 'leprechaun': 16188, 'schlegel': 16189, 'hyatt': 16190, 'adjectives': 16191, 'par': 16192, 'suade': 16193, 'corroboration': 16194, 'chihuahua': 16195, 'dane': 16196, 'endear': 16197, 'airspace': 16198, 'ish': 16199, 'glandular': 16200, 'crazier': 16201, 'stalker': 16202, 'famine': 16203, 'garza': 16204, 'indigestion': 16205, 'publik': 16206, 'constructive': 16207, 'diplomas': 16208, 'dar': 16209, 'colgate': 16210, 'grout': 16211, 'whooshsnaps': 16212, 'kermit': 16213, 'shaggy': 16214, 'battlefield': 16215, 'karzai': 16216, 'haslam': 16217, 'doling': 16218, 'monstrous': 16219, 'gundy': 16220, 'jesuit': 16221, 'paraguay': 16222, 'resurgence': 16223, 'parasite': 16224, 'unicyclist': 16225, 'ecologists': 16226, 'geckos': 16227, 'worrell': 16228, 'wikiconstitution': 16229, 'leia': 16230, 'cookbook': 16231, 'overseer': 16232, 'headaches': 16233, 'waymo': 16234, 'uninhabitable': 16235, 'heineken': 16236, 'bruegger': 16237, 'bagels': 16238, 'mytron': 16239, 'illuminati': 16240, 'overlord': 16241, 'soybean': 16242, 'masterchef': 16243, 'prawn': 16244, 'glint': 16245, 'unicorns': 16246, 'mystify': 16247, 'sunni': 16248, 'dormant': 16249, 'supervolcano': 16250, 'relocation': 16251, 'ceramic': 16252, 'kindergartner': 16253, 'homework': 16254, 'handmade': 16255, 'ashtray': 16256, 'militiaman': 16257, 'lynda': 16258, 'heffernan': 16259, 'showrunners': 16260, 'ritz': 16261, 'arrhythmically': 16262, 'offspring': 16263, 'dicks': 16264, 'timey': 16265, 'slovenly': 16266, 'ringo': 16267, 'coastal': 16268, 'suzy': 16269, 'qs': 16270, 'md': 16271, 'friendliest': 16272, 'deepfake': 16273, 'iuds': 16274, 'corea': 16275, 'comical': 16276, 'groin': 16277, 'phenomena': 16278, 'dolezals': 16279, 'swizz': 16280, 'beatz': 16281, 'kehlani': 16282, 'regretful': 16283, 'wabi': 16284, 'sabi': 16285, 'imperfection': 16286, 'extendable': 16287, 'gurley': 16288, 'obituaries': 16289, 'ballistics': 16290, 'tomatoes': 16291, 'belle': 16292, 'jewmerica': 16293, 'minter': 16294, 'hd': 16295, 'duplicity': 16296, 'trekkie': 16297, 'correspondent': 16298, 'mohyeldin': 16299, 'epley': 16300, 'valencia': 16301, 'reductions': 16302, 'whichever': 16303, 'bonuses': 16304, 'breakthroughs': 16305, 'pennsylvanian': 16306, 'insights': 16307, 'ultimatum': 16308, 'thrush': 16309, 'hscc': 16310, 'factual': 16311, 'ingest': 16312, 'abbi': 16313, 'fracturer': 16314, 'smasher': 16315, 'indispensable': 16316, 'fragmenter': 16317, 'lifeguarding': 16318, 'carcinogenic': 16319, 'teethmarks': 16320, 'battersby': 16321, 'minotaurs': 16322, 'tijuana': 16323, 'unplug': 16324, 'glob': 16325, 'scamper': 16326, 'inkjet': 16327, 'detestable': 16328, 'layla': 16329, 'hooch': 16330, 'touchstone': 16331, 'architecturally': 16332, 'cb': 16333, 'landlines': 16334, 'hammersmith': 16335, 'mot': 16336, 'rhead': 16337, 'climber': 16338, 'roseburg': 16339, 'teamlogan': 16340, 'seduction': 16341, 'headhunters': 16342, 'ordain': 16343, 'aloha': 16344, 'aina': 16345, 'barca': 16346, 'mongol': 16347, 'hellerman': 16348, 'weavers': 16349, 'indifference': 16350, 'severus': 16351, 'leash': 16352, 'loafers': 16353, 'immolation': 16354, 'jwoww': 16355, 'bane': 16356, 'emergencies': 16357, 'impregnable': 16358, 'misremember': 16359, 'obs': 16360, 'lattes': 16361, 'weightlift': 16362, 'cicadas': 16363, 'mdma': 16364, 'banquet': 16365, 'acnefree': 16366, 'property': 16367, 'mayfly': 16368, 'necessarily': 16369, 'manziel': 16370, 'puffer': 16371, 'giudice': 16372, 'willis': 16373, 'sitcoms': 16374, 'eia': 16375, 'factories': 16376, 'obstructionism': 16377, 'davanzo': 16378, 'batumi': 16379, 'activities': 16380, 'yousafzai': 16381, 'aleutian': 16382, 'rockford': 16383, 'hitless': 16384, 'safes': 16385, 'zeev': 16386, 'aram': 16387, 'starry': 16388, 'gershwin': 16389, 'philadelphians': 16390, 'boca': 16391, 'raton': 16392, 'statuettes': 16393, 'dowager': 16394, 'krispie': 16395, 'fletch': 16396, 'dong': 16397, 'anthropomorphic': 16398, 'giraffe': 16399, 'beachfront': 16400, 'romanticize': 16401, 'handgun': 16402, 'doxing': 16403, 'necessities': 16404, 'aquafina': 16405, 'entente': 16406, 'federally': 16407, 'wetlands': 16408, 'balsam': 16409, 'heffern': 16410, 'cw': 16411, 'backpackers': 16412, 'footnote': 16413, 'iphonefeatures': 16414, 'ames': 16415, 'cannsas': 16416, 'interpretations': 16417, 'bluth': 16418, 'mesquite': 16419, 'franchesca': 16420, 'intimately': 16421, 'payoff': 16422, 'inshallah': 16423, 'cuckold': 16424, 'garish': 16425, 'sportscenter': 16426, 'jakob': 16427, 'marcellus': 16428, 'feudalists': 16429, 'unregistered': 16430, 'wizened': 16431, 'sara': 16432, 'kerr': 16433, 'taxonomic': 16434, 'insomniacs': 16435, 'competitions': 16436, 'fatality': 16437, 'spruce': 16438, 'mao': 16439, 'visor': 16440, 'sweets': 16441, 'pointers': 16442, 'ramarley': 16443, 'unrequited': 16444, 'incoherently': 16445, 'teleportation': 16446, 'printable': 16447, 'procrastinators': 16448, 'recyclable': 16449, 'academic': 16450, 'wakeup': 16451, 'pliers': 16452, 'steinem': 16453, 'absolve': 16454, 'professionalism': 16455, 'traditionally': 16456, 'cretinous': 16457, 'reprobate': 16458, 'mantle': 16459, 'sabathia': 16460, 'bautista': 16461, 'cartman': 16462, 'kink': 16463, 'chit': 16464, 'pepperidge': 16465, 'milanos': 16466, 'pleshette': 16467, 'choppers': 16468, 'ensnare': 16469, 'kiev': 16470, 'dasha': 16471, 'spiderman': 16472, 'degrade': 16473, 'gt': 16474, 'kosher': 16475, 'unworkable': 16476, 'mustaches': 16477, 'anheuser': 16478, 'costliest': 16479, 'polygamy': 16480, 'memorialize': 16481, 'forcefield': 16482, 'hurtle': 16483, 'rumspringa': 16484, 'conversational': 16485, 'fabre': 16486, 'parasites': 16487, 'ab': 16488, 'schock': 16489, 'scrutinize': 16490, 'symptomatic': 16491, 'injustices': 16492, 'domhnall': 16493, 'gleeson': 16494, 'hux': 16495, 'ascend': 16496, 'bodyguards': 16497, 'deen': 16498, 'fenimore': 16499, 'gma': 16500, 'philippe': 16501, 'courtois': 16502, 'jian': 16503, 'ghomeshi': 16504, 'rightfully': 16505, 'novelists': 16506, 'monetary': 16507, 'strata': 16508, 'marlin': 16509, 'sodium': 16510, 'remorse': 16511, 'adon': 16512, 'slavin': 16513, 'mudslinging': 16514, 'swagger': 16515, 'chokeholds': 16516, 'spiritually': 16517, 'deferments': 16518, 'neolithic': 16519, 'gizmos': 16520, 'craftsman': 16521, 'starvation': 16522, 'zangief': 16523, 'seyfried': 16524, 'weave': 16525, 'noisily': 16526, 'grape': 16527, 'comedies': 16528, 'pryor': 16529, 'uppity': 16530, 'shortages': 16531, 'slager': 16532, 'grifters': 16533, 'groundwork': 16534, 'statuette': 16535, 'saucer': 16536, 'darken': 16537, 'paddy': 16538, 'arise': 16539, 'builders': 16540, 'filament': 16541, 'wallflower': 16542, 'evaluation': 16543, 'gummis': 16544, 'gerard': 16545, 'alessandrini': 16546, 'mccabe': 16547, 'requirements': 16548, 'byrd': 16549, 'inconceivable': 16550, 'unconsciousness': 16551, 'anesthesiologist': 16552, 'paychecks': 16553, 'dolly': 16554, 'parton': 16555, 'vaquita': 16556, 'porpoise': 16557, 'robbin': 16558, 'cobb': 16559, 'eighty': 16560, 'ferment': 16561, 'cheval': 16562, 'blanc': 16563, 'deliveryman': 16564, 'suppers': 16565, 'beetlejuice': 16566, 'trai': 16567, 'byers': 16568, 'thankfully': 16569, 'tensile': 16570, 'libel': 16571, 'jamaica': 16572, 'lbd': 16573, 'septuplets': 16574, 'milgram': 16575, 'jacaranda': 16576, 'mastercard': 16577, 'casualty': 16578, 'caress': 16579, 'homo': 16580, 'celbritans': 16581, 'separations': 16582, 'singular': 16583, 'televisa': 16584, 'vicente': 16585, 'electronica': 16586, 'fakebook': 16587, 'nylon': 16588, 'teamwork': 16589, 'implication': 16590, 'umbilical': 16591, 'frontrunners': 16592, 'slant': 16593, 'breuer': 16594, 'lubitz': 16595, 'stigmatize': 16596, 'wondrous': 16597, 'wurst': 16598, 'nuisance': 16599, 'nuance': 16600, 'plywood': 16601, 'microlender': 16602, 'spiders': 16603, 'shalit': 16604, 'garc': 16605, 'rquez': 16606, 'debtor': 16607, 'alderman': 16608, 'subwoofer': 16609, 'jonben': 16610, 'emmett': 16611, 'appropriation': 16612, 'disband': 16613, 'subhumanity': 16614, 'melo': 16615, 'genocidal': 16616, 'slaver': 16617, 'gabriella': 16618, 'rechargeable': 16619, 'conveniently': 16620, 'imitation': 16621, 'fixin': 16622, 'freedoming': 16623, 'nouns': 16624, 'downhill': 16625, 'wobble': 16626, 'redundancy': 16627, 'cyborg': 16628, 'tortilla': 16629, 'xenical': 16630, 'paxil': 16631, 'drixoral': 16632, 'lipitor': 16633, 'tavist': 16634, 'unfriendly': 16635, 'hanger': 16636, 'bedside': 16637, 'bloc': 16638, 'cilla': 16639, 'headliner': 16640, 'salamanders': 16641, 'barksdale': 16642, 'wizarding': 16643, 'diagon': 16644, 'alley': 16645, 'sobriety': 16646, 'umpire': 16647, 'dotard': 16648, 'bunt': 16649, 'slimy': 16650, 'webb': 16651, 'yolo': 16652, 'commence': 16653, 'subtext': 16654, 'tacos': 16655, 'paulson': 16656, 'bureaucratic': 16657, 'compilations': 16658, 'unisex': 16659, 'voris': 16660, 'maggie': 16661, 'bitsy': 16662, 'brainfood': 16663, 'plo': 16664, 'krippendorf': 16665, 'malawi': 16666, 'squid': 16667, 'cebu': 16668, 'senselessness': 16669, 'coy': 16670, 'ewww': 16671, 'bugnado': 16672, 'golem': 16673, 'hypothesis': 16674, 'wagner': 16675, 'congregation': 16676, 'equation': 16677, 'haugh': 16678, 'cowbell': 16679, 'richrath': 16680, 'reo': 16681, 'speedwagon': 16682, 'compile': 16683, 'shortlist': 16684, 'transsexual': 16685, 'amateur': 16686, 'chickadee': 16687, 'dues': 16688, 'asexually': 16689, 'reproduce': 16690, 'sponge': 16691, 'gondola': 16692, 'disconnect': 16693, 'kowalski': 16694, 'grisled': 16695, 'flail': 16696, 'shotguns': 16697, 'hanson': 16698, 'nambla': 16699, 'sentiments': 16700, 'yalie': 16701, 'lad': 16702, 'maxx': 16703, 'norma': 16704, 'figurine': 16705, 'nowadays': 16706, 'brinkley': 16707, 'rosamund': 16708, 'ravish': 16709, 'flyboy': 16710, 'talisman': 16711, 'faves': 16712, 'serch': 16713, 'taint': 16714, 'chemically': 16715, 'polarization': 16716, 'toke': 16717, 'durning': 16718, 'hock': 16719, 'carless': 16720, 'prematurity': 16721, 'randall': 16722, 'secede': 16723, 'randalia': 16724, 'dsl': 16725, 'gett': 16726, 'viviane': 16727, 'amsalem': 16728, 'sheepish': 16729, 'ecuador': 16730, 'unfold': 16731, 'gaffer': 16732, 'jpso': 16733, 'breastfed': 16734, 'flandemic': 16735, 'raciest': 16736, 'harward': 16737, 'crossword': 16738, 'glossip': 16739, 'mathematics': 16740, 'vogt': 16741, 'millisecond': 16742, 'jest': 16743, 'inhuman': 16744, 'reprehensibly': 16745, 'onrush': 16746, 'mics': 16747, 'cellist': 16748, 'judys': 16749, 'arsons': 16750, 'goalposts': 16751, 'djimon': 16752, 'hounsou': 16753, 'planetary': 16754, 'serbian': 16755, 'dade': 16756, 'admin': 16757, 'knack': 16758, 'druid': 16759, 'bastille': 16760, 'deserter': 16761, 'darius': 16762, 'rucker': 16763, 'gamecocks': 16764, 'rs': 16765, 'regurgitate': 16766, 'womb': 16767, 'funk': 16768, 'ponds': 16769, 'matte': 16770, 'sucker': 16771, 'ditka': 16772, 'hash': 16773, 'roudup': 16774, 'zee': 16775, 'zinfandel': 16776, 'malta': 16777, 'entries': 16778, 'sacagawea': 16779, 'lucasfilm': 16780, 'changers': 16781, 'pegida': 16782, 'bedbugs': 16783, 'imani': 16784, 'boyette': 16785, 'vitriol': 16786, 'eruption': 16787, 'undue': 16788, 'epidural': 16789, 'provocative': 16790, 'preakness': 16791, 'marcotte': 16792, 'benetton': 16793, 'fa': 16794, 'ade': 16795, 'gen': 16796, 'cynicism': 16797, 'illiteracy': 16798, 'npt': 16799, 'fetishists': 16800, 'mooc': 16801, 'ponytails': 16802, 'photoshopping': 16803, 'oilfields': 16804, 'earthenware': 16805, 'kirby': 16806, 'retaliate': 16807, 'reenergize': 16808, 'hunks': 16809, 'milkshakes': 16810, 'sneakiest': 16811, 'eurostar': 16812, 'sailboat': 16813, 'ewok': 16814, 'sisterhood': 16815, 'wgn': 16816, 'drywall': 16817, 'sza': 16818, 'supergirl': 16819, 'misogynistic': 16820, 'inclusions': 16821, 'brits': 16822, 'appeaser': 16823, 'billboards': 16824, 'panasonic': 16825, 'nah': 16826, 'sustainably': 16827, 'narcicyst': 16828, 'inclusivity': 16829, 'snapshots': 16830, 'deed': 16831, 'preorders': 16832, 'snazzy': 16833, 'feline': 16834, 'nightgown': 16835, 'wrongfully': 16836, 'mylanta': 16837, 'gorka': 16838, 'fleshlighthouse': 16839, 'texture': 16840, 'greenbuild': 16841, 'hearken': 16842, 'fernandez': 16843, 'chenoweth': 16844, 'estefan': 16845, 'webber': 16846, 'mcgorry': 16847, 'nipsey': 16848, 'couplets': 16849, 'reactors': 16850, 'botany': 16851, 'truthers': 16852, 'octopussy': 16853, 'jourdan': 16854, 'gonzalez': 16855, 'kielbasa': 16856, 'ingrain': 16857, 'sidetrack': 16858, 'rhea': 16859, 'maceris': 16860, 'skyline': 16861, 'katehi': 16862, 'hasan': 16863, 'minhaj': 16864, 'subjective': 16865, 'frapp': 16866, 'invocations': 16867, 'hammerhead': 16868, 'craziest': 16869, 'rosalynn': 16870, 'wyoming': 16871, 'galecki': 16872, 'whipple': 16873, 'dalit': 16874, 'abcs': 16875, 'ballplayers': 16876, 'rolex': 16877, 'hollande': 16878, 'valls': 16879, 'misdemeanors': 16880, 'softener': 16881, 'dominion': 16882, 'obligate': 16883, 'leotards': 16884, 'sociable': 16885, 'joyfully': 16886, 'putty': 16887, 'overstay': 16888, 'dollhouse': 16889, 'hairdo': 16890, 'darger': 16891, 'deign': 16892, 'wuhl': 16893, 'pollack': 16894, 'entity': 16895, 'sodomy': 16896, 'infertility': 16897, 'savannah': 16898, 'guthrie': 16899, 'conair': 16900, 'rezzed': 16901, 'squirt': 16902, 'redundant': 16903, 'profumi': 16904, 'lustful': 16905, 'sensually': 16906, 'unhook': 16907, 'clasp': 16908, 'ineptly': 16909, 'danica': 16910, 'roem': 16911, 'fairey': 16912, 'blatantly': 16913, 'demagogue': 16914, 'outgo': 16915, 'cleat': 16916, 'blackhawk': 16917, 'andie': 16918, 'macdowell': 16919, 'ashleigh': 16920, 'banfield': 16921, 'fergie': 16922, 'enslave': 16923, 'paunch': 16924, 'alphabetically': 16925, 'committers': 16926, 'synchronize': 16927, 'disco': 16928, 'coziest': 16929, 'fashionably': 16930, 'forebode': 16931, 'entrees': 16932, 'uterine': 16933, 'grimmie': 16934, 'carjackers': 16935, 'coms': 16936, 'pinocchio': 16937, 'maxwell': 16938, 'sridevi': 16939, 'unpledged': 16940, 'insignia': 16941, 'fresco': 16942, 'naturalize': 16943, 'outages': 16944, 'accusingly': 16945, 'android': 16946, 'forearm': 16947, 'circuitry': 16948, 'colonel': 16949, 'blazer': 16950, 'energi': 16951, 'dosage': 16952, 'pelt': 16953, 'unannounced': 16954, 'mentalist': 16955, 'coo': 16956, 'sociologists': 16957, 'hardier': 16958, 'litigation': 16959, 'zebra': 16960, 'signify': 16961, 'shellie': 16962, 'saffron': 16963, 'ridiculousexcusestostayhome': 16964, 'undesignated': 16965, 'bellhop': 16966, 'freshwater': 16967, 'deadlier': 16968, 'vigils': 16969, 'jaskoviak': 16970, 'pornstar': 16971, 'stepmother': 16972, 'yowl': 16973, 'kiwi': 16974, 'cliven': 16975, 'turners': 16976, 'stubborn': 16977, 'baklava': 16978, 'poopgangsta': 16979, 'ashraf': 16980, 'ghani': 16981, 'feelthebern': 16982, 'sunmine': 16983, 'headstone': 16984, 'newshour': 16985, 'thinkable': 16986, 'fixer': 16987, 'freyda': 16988, 'deeds': 16989, 'roma': 16990, 'nothingness': 16991, 'muffins': 16992, 'lobe': 16993, 'hem': 16994, 'torturous': 16995, 'prosecutorial': 16996, 'landrieu': 16997, 'scalpels': 16998, 'recoup': 16999, 'amongst': 17000, 'peruse': 17001, 'ineffectually': 17002, 'awesomely': 17003, 'aviva': 17004, 'metrosexuality': 17005, 'hardwired': 17006, 'batboy': 17007, 'newsom': 17008, 'degas': 17009, 'satisfaction': 17010, 'extramarital': 17011, 'eligible': 17012, 'gumbel': 17013, 'medicruelty': 17014, 'intricacies': 17015, 'vandross': 17016, 'ballsy': 17017, 'shiite': 17018, 'sharpest': 17019, 'lenient': 17020, 'cheeseburgers': 17021, 'arrieta': 17022, 'sherpas': 17023, 'cardiomyopathy': 17024, 'federation': 17025, 'uterus': 17026, 'presley': 17027, 'latinx': 17028, 'abysmally': 17029, 'materialism': 17030, 'prabal': 17031, 'gurung': 17032, 'earthlike': 17033, 'malleable': 17034, 'simpletons': 17035, 'sprinter': 17036, 'adria': 17037, 'cimino': 17038, 'jabba': 17039, 'hutt': 17040, 'underpants': 17041, 'mast': 17042, 'tolerant': 17043, 'anaheim': 17044, 'hawkeye': 17045, 'procession': 17046, 'richards': 17047, 'electro': 17048, 'undeterred': 17049, 'peruvian': 17050, 'knowledgeable': 17051, 'sewers': 17052, 'mixxxx': 17053, 'squi': 17054, 'bret': 17055, 'baier': 17056, 'hots': 17057, 'obstructionist': 17058, 'scifi': 17059, 'encyclopedic': 17060, 'handsomely': 17061, 'rockefeller': 17062, 'emptier': 17063, 'upsides': 17064, 'piketty': 17065, 'francais': 17066, 'marketable': 17067, 'congeniality': 17068, 'troglodyte': 17069, 'locally': 17070, 'benadryl': 17071, 'dart': 17072, 'unquenchable': 17073, 'paine': 17074, 'neocons': 17075, 'brink': 17076, 'everytown': 17077, 'flex': 17078, 'jumpers': 17079, 'grexit': 17080, 'informal': 17081, 'animosity': 17082, 'autocorrect': 17083, 'daylong': 17084, 'sanatoriums': 17085, 'hydropower': 17086, 'yogi': 17087, 'tormentor': 17088, 'haaz': 17089, 'sleiman': 17090, 'danish': 17091, 'lilliputian': 17092, 'repellant': 17093, 'gerstein': 17094, 'poncho': 17095, 'lightyear': 17096, 'mania': 17097, 'indira': 17098, 'breweries': 17099, 'mooch': 17100, 'ophthalmologist': 17101, 'badpicturemonday': 17102, 'insightful': 17103, 'vile': 17104, 'rohit': 17105, 'varma': 17106, 'morbid': 17107, 'stapleton': 17108, 'baskets': 17109, 'timelapse': 17110, 'lobsterman': 17111, 'assemblyman': 17112, 'discontent': 17113, 'kitty': 17114, 'transmasculine': 17115, 'okinawa': 17116, 'gourd': 17117, 'bumpy': 17118, 'yearn': 17119, 'fret': 17120, 'cashew': 17121, 'verma': 17122, 'infringement': 17123, 'colorism': 17124, 'reconstruction': 17125, 'cougars': 17126, 'tangle': 17127, 'drudge': 17128, 'overburden': 17129, 'rhymezone': 17130, 'kaley': 17131, 'cuoco': 17132, 'zion': 17133, 'watchdogs': 17134, 'cambodia': 17135, 'reedsburg': 17136, 'illegibly': 17137, 'episcopalians': 17138, 'breadwinner': 17139, 'mommies': 17140, 'mcommerce': 17141, 'shamefaced': 17142, 'weezer': 17143, 'cherubs': 17144, 'basest': 17145, 'tabasco': 17146, 'cryosleep': 17147, 'fuji': 17148, 'mains': 17149, 'indivisible': 17150, 'euphemism': 17151, 'underprotective': 17152, 'foxx': 17153, 'domesticate': 17154, 'pathological': 17155, 'perps': 17156, 'velma': 17157, 'makeshift': 17158, 'viewpoint': 17159, 'kip': 17160, 'ennis': 17161, 'zenefits': 17162, 'stairwells': 17163, 'telemarketer': 17164, 'awash': 17165, 'gere': 17166, 'regrow': 17167, 'waken': 17168, 'proctoscope': 17169, 'dissenters': 17170, 'awardee': 17171, 'nic': 17172, 'fondest': 17173, 'febreze': 17174, 'unpleasant': 17175, 'summertime': 17176, 'disrobe': 17177, 'peebles': 17178, 'wilford': 17179, 'brimley': 17180, 'tringle': 17181, 'thirty': 17182, 'preoccupation': 17183, 'upstate': 17184, 'reenergized': 17185, 'wallets': 17186, 'prepay': 17187, 'debit': 17188, 'etc': 17189, 'justifiable': 17190, 'anal': 17191, 'paintball': 17192, 'nite': 17193, 'sac': 17194, 'plasticware': 17195, 'payroll': 17196, 'surpass': 17197, 'offline': 17198, 'mugger': 17199, 'lizard': 17200, 'pauly': 17201, 'renegotiate': 17202, 'philomena': 17203, 'manor': 17204, 'unregulated': 17205, 'madrassa': 17206, 'migraines': 17207, 'jumpshot': 17208, 'odorless': 17209, 'fermilab': 17210, 'plunger': 17211, 'collapsible': 17212, 'caesar': 17213, 'portent': 17214, 'gnarl': 17215, 'overtipper': 17216, 'ths': 17217, 'hypnotize': 17218, 'erin': 17219, 'burnett': 17220, 'sweetheart': 17221, 'deets': 17222, 'herointown': 17223, 'sharpie': 17224, 'hysterectomy': 17225, 'biology': 17226, 'dissect': 17227, 'hallucinatory': 17228, 'doorbell': 17229, 'sabra': 17230, 'cedar': 17231, 'calculation': 17232, 'outlook': 17233, 'exorcise': 17234, 'swoon': 17235, 'superiors': 17236, 'plop': 17237, 'zoolander': 17238, 'baghdadi': 17239, 'breakdancing': 17240, 'creflo': 17241, 'fatherless': 17242, 'emeril': 17243, 'bams': 17244, 'groupie': 17245, 'individuality': 17246, 'anchorman': 17247, 'chirp': 17248, 'ia': 17249, 'zaire': 17250, 'overprescribe': 17251, 'narcotics': 17252, 'smithereen': 17253, 'gravestones': 17254, 'benchmark': 17255, 'jody': 17256, 'hice': 17257, 'dious': 17258, 'kobani': 17259, 'valyrian': 17260, 'omran': 17261, 'daqneesh': 17262, 'awry': 17263, 'casualwear': 17264, 'waterboarded': 17265, 'indirectly': 17266, 'yates': 17267, 'grandpas': 17268, 'marvelous': 17269, 'cellphones': 17270, 'compilation': 17271, 'lyfe': 17272, 'hormone': 17273, 'servicemembers': 17274, 'theological': 17275, 'seduce': 17276, 'blackmail': 17277, 'wand': 17278, 'superficial': 17279, 'gorillas': 17280, 'frumpy': 17281, 'exorcism': 17282, 'rollback': 17283, 'stiles': 17284, 'preston': 17285, 'factoids': 17286, 'eraserhead': 17287, 'jiggle': 17288, 'leann': 17289, 'waiver': 17290, 'shaft': 17291, 'muffuletta': 17292, 'noncitizens': 17293, 'viall': 17294, 'iman': 17295, 'shumpert': 17296, 'misogynoir': 17297, 'kickin': 17298, 'requirement': 17299, 'artweek': 17300, 'solicitor': 17301, 'burwell': 17302, 'affirm': 17303, 'magpie': 17304, 'atms': 17305, 'sweepers': 17306, 'complexity': 17307, 'escalators': 17308, 'mousy': 17309, 'sexpot': 17310, 'infestation': 17311, 'claude': 17312, 'brinegar': 17313, 'brianna': 17314, 'brochu': 17315, 'michaela': 17316, 'desantis': 17317, 'heathcliff': 17318, 'caricaturist': 17319, 'brittle': 17320, 'jewess': 17321, 'clairs': 17322, 'monopolize': 17323, 'zaatari': 17324, 'ossify': 17325, 'nativist': 17326, 'ream': 17327, 'corduroy': 17328, 'trumpers': 17329, 'skullfucking': 17330, 'asexuals': 17331, 'casinos': 17332, 'cog': 17333, 'logitech': 17334, 'typists': 17335, 'squirrels': 17336, 'isla': 17337, 'earphone': 17338, 'probiotics': 17339, 'prebiotics': 17340, 'oswald': 17341, 'etna': 17342, 'boardwalk': 17343, 'chumps': 17344, 'caldwell': 17345, 'oscarssowhite': 17346, 'modcloth': 17347, 'boilermakers': 17348, 'geller': 17349, 'zimbabwe': 17350, 'katif': 17351, 'disengagement': 17352, 'fritos': 17353, 'chiquita': 17354, 'glaxosmithkline': 17355, 'chastain': 17356, 'paralympic': 17357, 'triathlon': 17358, 'queso': 17359, 'nfc': 17360, 'doofus': 17361, 'weekley': 17362, 'gladwell': 17363, 'foretell': 17364, 'wales': 17365, 'roofer': 17366, 'badmouth': 17367, 'conditioners': 17368, 'unpauses': 17369, 'atari': 17370, 'sherpa': 17371, 'bradbury': 17372, 'kindle': 17373, 'faucets': 17374, 'bassett': 17375, 'petticoat': 17376, 'danishes': 17377, 'poundstone': 17378, 'gargoyle': 17379, 'arson': 17380, 'lalanne': 17381, 'subtitle': 17382, 'mondays': 17383, 'gimmicky': 17384, 'deus': 17385, 'machina': 17386, 'bonobo': 17387, 'prophecies': 17388, 'amorphous': 17389, 'indefinable': 17390, 'blowhole': 17391, 'extroverted': 17392, 'sicily': 17393, 'naples': 17394, 'deviation': 17395, 'statistician': 17396, 'yorkshire': 17397, 'monogrammed': 17398, 'favorites': 17399, 'gruff': 17400, 'newscasts': 17401, 'squawk': 17402, 'catchy': 17403, 'gregorian': 17404, 'misbuttoned': 17405, 'aegean': 17406, 'comet': 17407, 'philae': 17408, 'mourdock': 17409, 'bjorn': 17410, 'multiples': 17411, 'meetup': 17412, 'nutcracker': 17413, 'ocelot': 17414, 'whitefish': 17415, 'pritzker': 17416, 'sleepiness': 17417, 'humpbacked': 17418, 'fib': 17419, 'lemony': 17420, 'snicket': 17421, 'wesleyan': 17422, 'sarajevo': 17423, 'debra': 17424, 'dokken': 17425, 'molotov': 17426, 'adhd': 17427, 'emmerich': 17428, 'continually': 17429, 'nondiscrimination': 17430, 'benson': 17431, 'lululemon': 17432, 'insulate': 17433, 'kensington': 17434, 'spearmint': 17435, 'meanwhile': 17436, 'naval': 17437, 'chakra': 17438, 'fourths': 17439, 'evergreen': 17440, 'earthly': 17441, 'redditors': 17442, 'reimagine': 17443, 'backyards': 17444, 'fresca': 17445, 'boxers': 17446, 'versa': 17447, 'salivate': 17448, 'eugenics': 17449, 'colton': 17450, 'hydroponics': 17451, 'crawleys': 17452, 'succulent': 17453, 'brotherhood': 17454, 'unmarried': 17455, 'strum': 17456, 'bracketological': 17457, 'examination': 17458, 'aykroyds': 17459, 'loathe': 17460, 'tally': 17461, 'recut': 17462, 'orioles': 17463, 'rockatansky': 17464, 'nux': 17465, 'paralympian': 17466, 'turds': 17467, 'chainsaw': 17468, 'policewoman': 17469, 'houdini': 17470, 'iovine': 17471, 'sequoia': 17472, 'allegories': 17473, 'gin': 17474, 'timbaland': 17475, 'relinquish': 17476, 'crenna': 17477, 'sydney': 17478, 'rinky': 17479, 'dink': 17480, 'elvis': 17481, 'costello': 17482, 'penthouse': 17483, 'sterilize': 17484, 'pujols': 17485, 'lions': 17486, 'zebras': 17487, 'masse': 17488, 'savanna': 17489, 'idahoan': 17490, 'jennie': 17491, 'staircase': 17492, 'munster': 17493, 'inappropriately': 17494, 'deject': 17495, 'korra': 17496, 'belligerent': 17497, 'melee': 17498, 'loiterer': 17499, 'eff': 17500, 'beacon': 17501, 'albanians': 17502, 'infallibility': 17503, 'overture': 17504, 'uneven': 17505, 'realistically': 17506, 'boyband': 17507, 'protectionism': 17508, 'burtnick': 17509, 'cig': 17510, 'vapers': 17511, 'outset': 17512, 'segue': 17513, 'mixup': 17514, 'indicative': 17515, 'linehan': 17516, 'libs': 17517, 'morals': 17518, 'boyega': 17519, 'misophonia': 17520, 'aatish': 17521, 'taseer': 17522, 'sanskrit': 17523, 'aumf': 17524, 'humanities': 17525, 'unheeded': 17526, 'troian': 17527, 'bellisario': 17528, 'introversion': 17529, 'lag': 17530, 'hobbit': 17531, 'tilsen': 17532, 'reservation': 17533, 'puppets': 17534, 'deans': 17535, 'fitbit': 17536, 'inactive': 17537, 'beekeeping': 17538, 'handily': 17539, 'blink': 17540, 'nom': 17541, 'cormac': 17542, 'handcar': 17543, 'childrens': 17544, 'constable': 17545, 'gravedigger': 17546, 'divergent': 17547, 'bulletproof': 17548, 'strom': 17549, 'thurmond': 17550, 'presenters': 17551, 'buncha': 17552, 'brine': 17553, 'continuously': 17554, 'africans': 17555, 'soapy': 17556, 'hotspots': 17557, 'commitments': 17558, 'whoisdsharp': 17559, 'foo': 17560, 'muster': 17561, 'stacy': 17562, 'ruiz': 17563, 'incense': 17564, 'ignorant': 17565, 'boor': 17566, 'creak': 17567, 'watertown': 17568, 'jurisprudence': 17569, 'unfunny': 17570, 'palmolive': 17571, 'wozniak': 17572, 'moneypenny': 17573, 'monthlong': 17574, 'cosmos': 17575, 'ghouta': 17576, 'peninsula': 17577, 'cornfield': 17578, 'evo': 17579, 'es': 17580, 'brownface': 17581, 'restorative': 17582, 'remnick': 17583, 'mork': 17584, 'grubhub': 17585, 'wormhole': 17586, 'moneymaking': 17587, 'artiste': 17588, 'moleskine': 17589, 'knobby': 17590, 'fours': 17591, 'sunderland': 17592, 'concoct': 17593, 'tinker': 17594, 'diddy': 17595, 'skillingsbolle': 17596, 'metlife': 17597, 'implementation': 17598, 'marseille': 17599, 'charismatic': 17600, 'lichen': 17601, 'peacekeepers': 17602, 'bosnia': 17603, 'burkina': 17604, 'faso': 17605, 'equine': 17606, 'tweetless': 17607, 'nyad': 17608, 'doggie': 17609, 'ruff': 17610, 'dubsmash': 17611, 'ladybug': 17612, 'dontcha': 17613, 'secretarian': 17614, 'receptionists': 17615, 'dolce': 17616, 'gabbana': 17617, 'hijabs': 17618, 'abayas': 17619, 'serif': 17620, 'bogot': 17621, 'hoard': 17622, 'lawful': 17623, 'securities': 17624, 'tenacity': 17625, 'alyson': 17626, 'bikers': 17627, 'okie': 17628, 'crullers': 17629, 'islamophobe': 17630, 'indiscriminately': 17631, 'evacuees': 17632, 'mercurial': 17633, 'suffrage': 17634, 'generational': 17635, 'bulleted': 17636, 'dasani': 17637, 'profitability': 17638, 'evansville': 17639, 'chamillionaire': 17640, 'toole': 17641, 'tremendous': 17642, 'hearse': 17643, 'schulz': 17644, 'easel': 17645, 'coffman': 17646, 'tancredo': 17647, 'enoch': 17648, 'weatherman': 17649, 'hub': 17650, 'yauch': 17651, 'tibet': 17652, 'rezoned': 17653, 'thicks': 17654, 'seatmates': 17655, 'relabeled': 17656, 'offhand': 17657, 'deity': 17658, 'uninvited': 17659, 'blizzards': 17660, 'margot': 17661, 'unlucky': 17662, 'implicit': 17663, 'tug': 17664, 'beau': 17665, 'mush': 17666, 'intrinsic': 17667, 'kafka': 17668, 'insoles': 17669, 'carpenter': 17670, 'ps': 17671, 'valiant': 17672, 'sisi': 17673, 'ordinance': 17674, 'crosby': 17675, 'dwarven': 17676, 'infallible': 17677, 'dadlife': 17678, 'randstad': 17679, 'gandalf': 17680, 'aby': 17681, 'renoir': 17682, 'coronary': 17683, 'bypass': 17684, 'zanjeer': 17685, 'babysitters': 17686, 'knives': 17687, 'nortons': 17688, 'flippin': 17689, 'hyslop': 17690, 'kisser': 17691, 'cancers': 17692, 'curdle': 17693, 'komodo': 17694, 'skyfall': 17695, 'materialize': 17696, 'psst': 17697, 'competitiveness': 17698, 'livestreaming': 17699, 'riaa': 17700, 'bombie': 17701, 'attachment': 17702, 'negligent': 17703, 'sloppily': 17704, 'harshest': 17705, 'workweek': 17706, 'jalape': 17707, 'medically': 17708, 'disastrously': 17709, 'orcs': 17710, 'hony': 17711, 'sauron': 17712, 'iud': 17713, 'celery': 17714, 'hookup': 17715, 'ministry': 17716, 'walt': 17717, 'weasley': 17718, 'spectral': 17719, 'tattered': 17720, 'leggings': 17721, 'docile': 17722, 'puffins': 17723, 'devolve': 17724, 'shamble': 17725, 'satans': 17726, 'coe': 17727, 'grandparenting': 17728, 'lizards': 17729, 'bobsledder': 17730, 'nadezhda': 17731, 'sergeeva': 17732, 'tove': 17733, 'litany': 17734, 'boosters': 17735, 'liqui': 17736, 'fruity': 17737, 'thinker': 17738, 'clayton': 17739, 'extradite': 17740, 'marten': 17741, 'ideology': 17742, 'tilda': 17743, 'swinton': 17744, 'screwdriver': 17745, 'plaything': 17746, 'uncaged': 17747, 'clout': 17748, 'evaporate': 17749, 'extensively': 17750, 'lourd': 17751, 'hur': 17752, 'helberg': 17753, 'guild': 17754, 'haddad': 17755, 'sudafed': 17756, 'congestion': 17757, 'floorboards': 17758, 'wretched': 17759, 'frailty': 17760, 'impermanence': 17761, 'backlog': 17762, 'hormones': 17763, 'perish': 17764, 'tempest': 17765, 'songwriters': 17766, 'tantaros': 17767, 'nozzles': 17768, 'orifices': 17769, 'matterhorn': 17770, 'unhappier': 17771, 'categorization': 17772, 'domenici': 17773, 'wagons': 17774, 'oxycontin': 17775, 'wooly': 17776, 'mammoth': 17777, 'meekly': 17778, 'iroquois': 17779, 'multitask': 17780, 'foreplay': 17781, 'assail': 17782, 'edict': 17783, 'carnegie': 17784, 'guggenheim': 17785, 'forgery': 17786, 'ouster': 17787, 'laughable': 17788, 'tragicomic': 17789, 'epiphanies': 17790, 'undercurrent': 17791, 'conservatism': 17792, 'handjob': 17793, 'sanitizer': 17794, 'freelance': 17795, 'gillespie': 17796, 'brownies': 17797, 'minis': 17798, 'slaughterhouse': 17799, 'headphone': 17800, 'synesthesia': 17801, 'slather': 17802, 'astrology': 17803, 'bhangra': 17804, 'shamers': 17805, 'stuporous': 17806, 'calculators': 17807, 'chipmunks': 17808, 'contradiction': 17809, 'refinance': 17810, 'cesarean': 17811, 'spratlys': 17812, 'angelo': 17813, 'surfbort': 17814, 'seethe': 17815, 'beginners': 17816, 'diligently': 17817, 'toothpick': 17818, 'schlubby': 17819, 'hydra': 17820, 'pwc': 17821, 'oncologist': 17822, 'nighy': 17823, 'quarrel': 17824, 'jumanji': 17825, 'unnecessarily': 17826, 'ulysses': 17827, 'trimmer': 17828, 'hedgehogs': 17829, 'isolation': 17830, 'roald': 17831, 'dahl': 17832, 'midtown': 17833, 'repairmen': 17834, 'buyouts': 17835, 'dreamlike': 17836, 'originate': 17837, 'unwed': 17838, 'ponzi': 17839, 'flo': 17840, 'muniz': 17841, 'amateurism': 17842, 'usps': 17843, 'consolidation': 17844, 'mewtwo': 17845, 'hyperactive': 17846, 'tampax': 17847, 'raisins': 17848, 'freakshow': 17849, 'yep': 17850, 'mysteriously': 17851, 'antonoff': 17852, 'impish': 17853, 'brit': 17854, 'hutcherson': 17855, 'revulsion': 17856, 'appointments': 17857, 'heartburn': 17858, 'preconceptions': 17859, 'expos': 17860, 'treaty': 17861, 'kyoto': 17862, 'alderson': 17863, 'stoners': 17864, 'iceman': 17865, 'firefly': 17866, 'junkies': 17867, 'buttocks': 17868, 'undulate': 17869, 'hypnotically': 17870, 'deserters': 17871, 'sinfully': 17872, 'worldly': 17873, 'vices': 17874, 'reestablish': 17875, 'unsupervised': 17876, 'commas': 17877, 'cunningly': 17878, 'sprain': 17879, 'storkholders': 17880, 'machinery': 17881, 'bearable': 17882, 'belize': 17883, 'ripa': 17884, 'readjustments': 17885, 'favorable': 17886, 'creations': 17887, 'heinous': 17888, 'barstool': 17889, 'lac': 17890, 'megantic': 17891, 'smoky': 17892, 'merv': 17893, 'disprove': 17894, 'eulogizer': 17895, 'legit': 17896, 'welterweight': 17897, 'mcpherson': 17898, 'bossy': 17899, 'subtember': 17900, 'refry': 17901, 'aunts': 17902, 'promiscuous': 17903, 'unlv': 17904, 'insatiable': 17905, 'droplet': 17906, 'windowpane': 17907, 'smallpox': 17908, 'vials': 17909, 'bloodshed': 17910, 'presentable': 17911, 'homosexualist': 17912, 'anew': 17913, 'vespucci': 17914, 'puttanesca': 17915, 'arrabiata': 17916, 'breslin': 17917, 'bocce': 17918, 'holcomb': 17919, 'instruction': 17920, 'halen': 17921, 'rhody': 17922, 'audiotapes': 17923, 'conclusively': 17924, 'underpay': 17925, 'snarl': 17926, 'joey': 17927, 'lens': 17928, 'goode': 17929, 'laos': 17930, 'undetonated': 17931, 'dud': 17932, 'jurgen': 17933, 'klinsmann': 17934, 'sweetie': 17935, 'stoudemire': 17936, 'discoveries': 17937, 'sumo': 17938, 'salamander': 17939, 'brigade': 17940, 'geddes': 17941, 'bracelets': 17942, 'ayesha': 17943, 'incubator': 17944, 'performative': 17945, 'wokeness': 17946, 'connector': 17947, 'mensch': 17948, 'immense': 17949, 'automation': 17950, 'fete': 17951, 'deemphasize': 17952, 'motivations': 17953, 'queerbaiting': 17954, 'festivus': 17955, 'rumple': 17956, 'polos': 17957, 'battlebots': 17958, 'cpu': 17959, 'comp': 17960, 'freeheld': 17961, 'exclusionary': 17962, 'manpower': 17963, 'skyla': 17964, 'delist': 17965, 'graters': 17966, 'renaissance': 17967, 'whaboom': 17968, 'correspond': 17969, 'slab': 17970, 'induction': 17971, 'khadr': 17972, 'tulsa': 17973, 'monaghan': 17974, 'allude': 17975, 'beefy': 17976, 'romania': 17977, 'occidental': 17978, 'reza': 17979, 'aslan': 17980, 'revitalise': 17981, 'paulo': 17982, 'raze': 17983, 'industrious': 17984, 'elites': 17985, 'coleman': 17986, 'incumbents': 17987, 'irregularities': 17988, 'barefoot': 17989, 'thoughtfully': 17990, 'globs': 17991, 'fisheries': 17992, 'chinos': 17993, 'impersonal': 17994, 'queerness': 17995, 'flinch': 17996, 'attentively': 17997, 'cuteness': 17998, 'shipments': 17999, 'stout': 18000, 'cardamom': 18001, 'indigo': 18002, 'barbaric': 18003, 'kucinich': 18004, 'gridiron': 18005, 'wpa': 18006, 'disassemble': 18007, 'reassemble': 18008, 'sarin': 18009, 'bernice': 18010, 'salah': 18011, 'abdeslam': 18012, 'exterior': 18013, 'resentful': 18014, 'mccullen': 18015, 'facade': 18016, 'folksy': 18017, 'detection': 18018, 'brees': 18019, 'legeno': 18020, 'avildsen': 18021, 'chum': 18022, 'printers': 18023, 'galore': 18024, 'punctuation': 18025, 'implications': 18026, 'truffles': 18027, 'mers': 18028, 'inconsistency': 18029, 'banter': 18030, 'prejudicial': 18031, 'civics': 18032, 'yam': 18033, 'filler': 18034, 'smudge': 18035, 'breadstick': 18036, 'estrogen': 18037, 'restock': 18038, 'rum': 18039, 'simulator': 18040, 'inebriate': 18041, 'cocoa': 18042, 'hagel': 18043, 'gothamist': 18044, 'dnainfo': 18045, 'acupuncture': 18046, 'seatbelts': 18047, 'checkup': 18048, 'richly': 18049, 'mansplained': 18050, 'birchbox': 18051, 'customize': 18052, 'quaid': 18053, 'miraculous': 18054, 'gumption': 18055, 'metamorphosis': 18056, 'dante': 18057, 'virgil': 18058, 'foremost': 18059, 'consistently': 18060, 'administer': 18061, 'foreshadow': 18062, 'galleries': 18063, 'defecate': 18064, 'samsonite': 18065, 'halloweiner': 18066, 'frankfest': 18067, 'jackhammer': 18068, 'parasitic': 18069, 'disregard': 18070, 'sfmoma': 18071, 'honcho': 18072, 'rewinds': 18073, 'trampoline': 18074, 'netherlands': 18075, 'gorsky': 18076, 'windsor': 18077, 'aground': 18078, 'epcot': 18079, 'almond': 18080, 'stylin': 18081, 'aline': 18082, 'kominsky': 18083, 'abject': 18084, 'nearest': 18085, 'definitively': 18086, 'somers': 18087, 'thighmaster': 18088, 'carefree': 18089, 'frown': 18090, 'mummenschanz': 18091, 'hilaria': 18092, 'townsfolk': 18093, 'incarnation': 18094, 'gregory': 18095, 'lawler': 18096, 'peripheral': 18097, 'kale': 18098, 'furrow': 18099, 'brow': 18100, 'emotionless': 18101, 'dreyfuss': 18102, 'lahood': 18103, 'munch': 18104, 'crunchiness': 18105, 'munchability': 18106, 'footy': 18107, 'mcfooty': 18108, 'bloodless': 18109, 'stuyvesant': 18110, 'mornin': 18111, 'carli': 18112, 'irresistible': 18113, 'matchmaker': 18114, 'teamnocancer': 18115, 'denominational': 18116, 'faiths': 18117, 'although': 18118, 'thunderbirds': 18119, 'memorandum': 18120, 'nu': 18121, 'kashkari': 18122, 'gourmet': 18123, 'foodie': 18124, 'dough': 18125, 'vocation': 18126, 'bundlers': 18127, 'biathlon': 18128, 'outsiders': 18129, 'mediums': 18130, 'frauds': 18131, 'posh': 18132, 'invitations': 18133, 'photographers': 18134, 'sanitation': 18135, 'harpies': 18136, 'crostini': 18137, 'walnuts': 18138, 'biomedical': 18139, 'munn': 18140, 'accelerators': 18141, 'slappy': 18142, 'bib': 18143, 'ragtag': 18144, 'pointz': 18145, 'condos': 18146, 'motorcyclists': 18147, 'thicke': 18148, 'vedder': 18149, 'demonstrators': 18150, 'homunculus': 18151, 'raider': 18152, 'maleness': 18153, 'grotesquely': 18154, 'ozzfest': 18155, 'boyhood': 18156, 'nolan': 18157, 'outbid': 18158, 'flog': 18159, 'cosmo': 18160, 'ronson': 18161, 'scoliosis': 18162, 'jackals': 18163, 'thang': 18164, 'strang': 18165, 'organizational': 18166, 'sutherland': 18167, 'stairwell': 18168, 'optimal': 18169, 'zoom': 18170, 'alohahuffpost': 18171, 'stimulate': 18172, 'medicate': 18173, 'mayhew': 18174, 'libbing': 18175, 'bs': 18176, 'chuy': 18177, 'straits': 18178, 'pankaj': 18179, 'mishra': 18180, 'planters': 18181, 'houseplants': 18182, 'townsperson': 18183, 'tronc': 18184, 'levinsohn': 18185, 'jil': 18186, 'snowboarder': 18187, 'paladino': 18188, 'pagans': 18189, 'buoyant': 18190, 'shopoholism': 18191, 'shoposauruses': 18192, 'mariani': 18193, 'schiller': 18194, 'lucy': 18195, 'grapes': 18196, 'partisanship': 18197, 'transnational': 18198, 'flursday': 18199, 'dekkers': 18200, 'individualize': 18201, 'derulo': 18202, 'murky': 18203, 'charth': 18204, 'necessity': 18205, 'passively': 18206, 'paragliding': 18207, 'sincerity': 18208, 'neptune': 18209, 'shitload': 18210, 'sketchbook': 18211, 'gellar': 18212, 'buffy': 18213, 'trillions': 18214, 'derivatives': 18215, 'ruh': 18216, 'roh': 18217, 'thresholds': 18218, 'exhaustion': 18219, 'techniques': 18220, 'weinsteins': 18221, 'farc': 18222, 'sullen': 18223, 'majestically': 18224, 'mindanao': 18225, 'iowans': 18226, 'saldiva': 18227, 'touchdown': 18228, 'seedy': 18229, 'allay': 18230, 'californians': 18231, 'connie': 18232, 'britton': 18233, 'adventists': 18234, 'ordination': 18235, 'citations': 18236, 'motorists': 18237, 'dont': 18238, 'moronic': 18239, 'mailroom': 18240, 'metz': 18241, 'blissed': 18242, 'hemp': 18243, 'remnant': 18244, 'hm': 18245, 'consuls': 18246, 'ewen': 18247, 'ascetic': 18248, 'tollbooth': 18249, 'reprieve': 18250, 'cameltoe': 18251, 'occupants': 18252, 'unhyphenated': 18253, 'dermatologist': 18254, 'dolores': 18255, 'huerta': 18256, 'newcomers': 18257, 'ncis': 18258, 'noisy': 18259, 'carolyn': 18260, 'maloney': 18261, 'fads': 18262, 'herd': 18263, 'odorite': 18264, 'craftmatic': 18265, 'adjustable': 18266, 'tonto': 18267, 'unclaimed': 18268, 'fidelity': 18269, 'seabed': 18270, 'juarez': 18271, 'boudoir': 18272, 'deloitte': 18273, 'accountant': 18274, 'abomination': 18275, 'winterize': 18276, 'alana': 18277, 'embarrassingly': 18278, 'trumphair': 18279, 'dreamer': 18280, 'asean': 18281, 'hummingbirds': 18282, 'incubators': 18283, 'playboys': 18284, 'slickest': 18285, 'romper': 18286, 'exclusivity': 18287, 'felon': 18288, 'thorpe': 18289, 'wheaton': 18290, 'unaffordable': 18291, 'mi': 18292, 'ville': 18293, 'taker': 18294, 'crip': 18295, 'krouse': 18296, 'rosenthal': 18297, 'vestiges': 18298, 'huggers': 18299, 'xmasgiftsfromtrump': 18300, 'rsvps': 18301, 'swanson': 18302, 'esque': 18303, 'princesses': 18304, 'untoward': 18305, 'astronauts': 18306, 'instagrammed': 18307, 'dime': 18308, 'criss': 18309, 'mindfreak': 18310, 'lowly': 18311, 'valadao': 18312, 'tk': 18313, 'blackwater': 18314, 'commonwealth': 18315, 'tenacious': 18316, 'learner': 18317, 'grandsons': 18318, 'syrups': 18319, 'convincingly': 18320, 'mack': 18321, 'hardliners': 18322, 'pseudonym': 18323, 'condescendingly': 18324, 'katt': 18325, 'sabatino': 18326, 'nils': 18327, 'hognestad': 18328, 'hutsell': 18329, 'caveats': 18330, 'hydrogen': 18331, 'tenenbaums': 18332, 'hopper': 18333, 'seminary': 18334, 'pamphlets': 18335, 'tylenol': 18336, 'infraction': 18337, 'yanni': 18338, 'recollection': 18339, 'gentrified': 18340, 'transfusion': 18341, 'pooping': 18342, 'lenses': 18343, 'builder': 18344, 'overuse': 18345, 'cleaners': 18346, 'superstains': 18347, 'luminaries': 18348, 'asthmatic': 18349, 'asthmatics': 18350, 'uzbekistan': 18351, 'undeniable': 18352, 'ericson': 18353, 'ark': 18354, 'jaipur': 18355, 'tryst': 18356, 'hamburg': 18357, 'boggs': 18358, 'auger': 18359, 'utterance': 18360, 'stipple': 18361, 'confiscate': 18362, 'nosebleeds': 18363, 'intensive': 18364, 'touchdowns': 18365, 'nomsense': 18366, 'charger': 18367, 'enabler': 18368, 'hendricks': 18369, 'vocalese': 18370, 'tressel': 18371, 'pavel': 18372, 'durov': 18373, 'biodegradable': 18374, 'ecstasy': 18375, 'despair': 18376, 'garrote': 18377, 'interstate': 18378, 'terabytes': 18379, 'womenboycotttwitter': 18380, 'omission': 18381, 'scandalous': 18382, 'modernization': 18383, 'skee': 18384, 'comrade': 18385, 'lutheran': 18386, 'monroee': 18387, 'dracula': 18388, 'corrosion': 18389, 'vandana': 18390, 'shiva': 18391, 'indifferent': 18392, 'sardinian': 18393, 'cove': 18394, 'anspach': 18395, 'transcanada': 18396, 'appendix': 18397, 'stillborn': 18398, 'nics': 18399, 'reciprocity': 18400, 'navratri': 18401, 'hindu': 18402, 'jeffords': 18403, 'afterschool': 18404, 'pollen': 18405, 'greenhouse': 18406, 'luge': 18407, 'brokaw': 18408, 'reinvest': 18409, 'economies': 18410, 'transgenderism': 18411, 'bayer': 18412, 'unfettered': 18413, 'whore': 18414, 'messenger': 18415, 'lynx': 18416, 'neat': 18417, 'clickbait': 18418, 'tubby': 18419, 'nope': 18420, 'mccrazy': 18421, 'sufficiency': 18422, 'nph': 18423, 'radcliffe': 18424, 'immensity': 18425, 'lint': 18426, 'cardigan': 18427, 'miter': 18428, 'faceshield': 18429, 'brookstone': 18430, 'mewesyria': 18431, 'prism': 18432, 'nonsensical': 18433, 'anglican': 18434, 'misinterpret': 18435, 'sarcasm': 18436, 'miscalculation': 18437, 'dendy': 18438, 'fritter': 18439, 'bayh': 18440, 'modernize': 18441, 'categories': 18442, 'torrential': 18443, 'decisive': 18444, 'beachgoers': 18445, 'bentley': 18446, 'byron': 18447, 'initiatives': 18448, 'dacamented': 18449, 'katsuya': 18450, 'brentwood': 18451, 'whisk': 18452, 'exterminator': 18453, 'jost': 18454, 'sage': 18455, 'hatala': 18456, 'larsen': 18457, 'sharpton': 18458, 'darth': 18459, 'batgirl': 18460, 'suffuse': 18461, 'undertones': 18462, 'levee': 18463, 'kepler': 18464, 'corgi': 18465, 'kiddos': 18466, 'detergent': 18467, 'reaganism': 18468, 'midflight': 18469, 'haegue': 18470, 'leeum': 18471, 'throttle': 18472, 'lameness': 18473, 'mapmaker': 18474, 'valueville': 18475, 'airman': 18476, 'cosme': 18477, 'easygoing': 18478, 'overclassification': 18479, 'bain': 18480, 'loaf': 18481, 'elie': 18482, 'wiesel': 18483, 'menforchoice': 18484, 'cornerback': 18485, 'jk': 18486, 'batshitzania': 18487, 'sixty': 18488, 'opium': 18489, 'tums': 18490, 'feisty': 18491, 'schnook': 18492, 'refocus': 18493, 'lookin': 18494, 'signage': 18495, 'bloodbath': 18496, 'semifinals': 18497, 'aerobic': 18498, 'bejewel': 18499, 'tush': 18500, 'golin': 18501, 'flamethrowers': 18502, 'mundane': 18503, 'ensemble': 18504, 'garry': 18505, 'stupidity': 18506, 'ipecac': 18507, 'croft': 18508, 'crofts': 18509, 'earle': 18510, 'sift': 18511, 'stuntin': 18512, 'profitable': 18513, 'jodie': 18514, 'suicidegirls': 18515, 'technicolor': 18516, 'motels': 18517, 'indistinct': 18518, 'femur': 18519, 'mouthwatering': 18520, 'huffy': 18521, 'fuckable': 18522, 'congregations': 18523, 'fugoo': 18524, 'basel': 18525, 'dakotans': 18526, 'suge': 18527, 'dishearten': 18528, 'unformed': 18529, 'reb': 18530, 'zalman': 18531, 'indication': 18532, 'ideals': 18533, 'photobomber': 18534, 'aerosol': 18535, 'rasputins': 18536, 'deceit': 18537, 'vertigo': 18538, 'panorama': 18539, 'goddam': 18540, 'yothers': 18541, 'pancuronium': 18542, 'bromide': 18543, 'possessive': 18544, 'kudlow': 18545, 'lectern': 18546, 'gad': 18547, 'kimmy': 18548, 'schmidt': 18549, 'tituss': 18550, 'burgess': 18551, 'peeno': 18552, 'laporte': 18553, 'bratz': 18554, 'fraggle': 18555, 'passionately': 18556, 'priestley': 18557, 'shannen': 18558, 'doherty': 18559, 'timeless': 18560, 'airdrops': 18561, 'stiffed': 18562, 'watterson': 18563, 'hobbes': 18564, 'windy': 18565, 'monetize': 18566, 'enhancement': 18567, 'untelevised': 18568, 'drumsticks': 18569, 'serenade': 18570, 'badminton': 18571, 'hazy': 18572, 'argo': 18573, 'honky': 18574, 'tonkin': 18575, 'antihero': 18576, 'ladykiller': 18577, 'denouncement': 18578, 'kumbaya': 18579, 'inconvenient': 18580, 'dyllan': 18581, 'carjacker': 18582, 'disrespectfully': 18583, 'quantico': 18584, 'baptism': 18585, 'diapers': 18586, 'essence': 18587, 'glasgow': 18588, 'concertgoer': 18589, 'stepdad': 18590, 'goatee': 18591, 'keqiang': 18592, 'whereas': 18593, 'recalibrates': 18594, 'classically': 18595, 'flaccid': 18596, 'hayden': 18597, 'delevingne': 18598, 'paparazzo': 18599, 'properties': 18600, 'vitaminwater': 18601, 'hoodie': 18602, 'defenseless': 18603, 'outvets': 18604, 'outtakes': 18605, 'cretaceous': 18606, 'roddick': 18607, 'vape': 18608, 'pewter': 18609, 'inuit': 18610, 'israelis': 18611, 'natalee': 18612, 'connive': 18613, 'weakest': 18614, 'retainer': 18615, 'cern': 18616, 'universes': 18617, 'zbt': 18618, 'cheech': 18619, 'medvedev': 18620, 'powerless': 18621, 'viola': 18622, 'walkabout': 18623, 'wilderness': 18624, 'cutscenes': 18625, 'rerelease': 18626, 'vicariously': 18627, 'aspirations': 18628, 'csi': 18629, 'prenuptial': 18630, 'ludicrous': 18631, 'jenga': 18632, 'mubarak': 18633, 'mariana': 18634, 'fastball': 18635, 'tiniest': 18636, 'ruthlessly': 18637, 'liters': 18638, 'yanny': 18639, 'ruthless': 18640, 'algae': 18641, 'venmo': 18642, 'goons': 18643, 'botanical': 18644, 'vlogger': 18645, 'deliberate': 18646, 'somber': 18647, 'om': 18648, 'ballgown': 18649, 'daft': 18650, 'shareholder': 18651, 'bhikkunis': 18652, 'unforgettable': 18653, 'woodlawn': 18654, 'gigabite': 18655, 'pricey': 18656, 'scarves': 18657, 'alina': 18658, 'zagitova': 18659, 'ari': 18660, 'fleischer': 18661, 'rohypnol': 18662, 'mangy': 18663, 'overlap': 18664, 'lancet': 18665, 'winchester': 18666, 'mm': 18667, 'notme': 18668, 'webcam': 18669, 'vandal': 18670, 'phallus': 18671, 'fogelberg': 18672, 'lite': 18673, 'nester': 18674, 'gus': 18675, 'rapport': 18676, 'regardless': 18677, 'dhaka': 18678, 'expat': 18679, 'rudd': 18680, 'juvenile': 18681, 'drape': 18682, 'shawl': 18683, 'immodest': 18684, 'crisper': 18685, 'directive': 18686, 'warby': 18687, 'altruism': 18688, 'skinematography': 18689, 'ol': 18690, 'downvote': 18691, 'groggy': 18692, 'brutalize': 18693, 'measurably': 18694, 'zipline': 18695, 'ziplines': 18696, 'blazers': 18697, 'bricks': 18698, 'tunisia': 18699, 'monaco': 18700, 'penthousing': 18701, 'willard': 18702, 'rodents': 18703, 'kennel': 18704, 'khalid': 18705, 'sheikh': 18706, 'camila': 18707, 'cabello': 18708, 'repopulation': 18709, 'crimean': 18710, 'regulators': 18711, 'vooms': 18712, 'painfully': 18713, 'kangaroos': 18714, 'masochistic': 18715, 'adoptions': 18716, 'queercore': 18717, 'nibble': 18718, 'languish': 18719, 'reannounces': 18720, 'medina': 18721, 'undocu': 18722, 'larios': 18723, 'checkpoints': 18724, 'klemke': 18725, 'consensual': 18726, 'gyro': 18727, 'frenchman': 18728, 'bataclan': 18729, 'quicker': 18730, 'souter': 18731, 'microchips': 18732, 'buttermilk': 18733, 'fray': 18734, 'favorably': 18735, 'showrunner': 18736, 'koala': 18737, 'jemele': 18738, 'nabj': 18739, 'extract': 18740, 'greedy': 18741, 'continental': 18742, 'sunchips': 18743, 'glamorize': 18744, 'molt': 18745, 'compliance': 18746, 'sweeten': 18747, 'handbook': 18748, 'uncircumcised': 18749, 'lumbersexual': 18750, 'climactic': 18751, 'thrust': 18752, 'maelstrom': 18753, 'souvenir': 18754, 'aggressively': 18755, 'redtube': 18756, 'opiate': 18757, 'levin': 18758, 'carmine': 18759, 'appice': 18760, 'mccarty': 18761, 'shimabukuro': 18762, 'preventable': 18763, 'coordinate': 18764, 'countdown': 18765, 'copper': 18766, 'adamant': 18767, 'reservations': 18768, 'lng': 18769, 'terminals': 18770, 'backwaters': 18771, 'snag': 18772, 'drugstore': 18773, 'rowers': 18774, 'demonstrator': 18775, 'bana': 18776, 'emasculate': 18777, 'druggies': 18778, 'diffuser': 18779, 'exempt': 18780, 'holistic': 18781, 'rockin': 18782, 'ironic': 18783, 'minimize': 18784, 'cockatiel': 18785, 'norris': 18786, 'madmen': 18787, 'multinational': 18788, 'brainpower': 18789, 'colonial': 18790, 'williamsburg': 18791, 'soulcycle': 18792, 'rwandan': 18793, 'brienne': 18794, 'oat': 18795, 'barley': 18796, 'risotto': 18797, 'yammer': 18798, 'eqypt': 18799, 'erectile': 18800, 'cutback': 18801, 'elks': 18802, 'overpasses': 18803, 'tamer': 18804, 'marginal': 18805, 'minors': 18806, 'vw': 18807, 'catatonic': 18808, 'intelligently': 18809, 'classifieds': 18810, 'humankind': 18811, 'rut': 18812, 'skirmish': 18813, 'villains': 18814, 'andromeda': 18815, 'specially': 18816, 'wearer': 18817, 'exodus': 18818, 'hotdogs': 18819, 'creepily': 18820, 'aftertaste': 18821, 'lob': 18822, 'alright': 18823, 'duress': 18824, 'posthumously': 18825, 'mekas': 18826, 'rosary': 18827, 'gals': 18828, 'goddamned': 18829, 'waterfront': 18830, 'obamaandkids': 18831, 'inarticulate': 18832, 'hitchens': 18833, 'taiwanese': 18834, 'stirrup': 18835, 'rudest': 18836, 'calcutta': 18837, 'sapphire': 18838, 'cfl': 18839, 'unsportsmanlike': 18840, 'bloused': 18841, 'rainfall': 18842, 'cyberbullying': 18843, 'hisp': 18844, 'nico': 18845, 'balm': 18846, 'salke': 18847, 'sherry': 18848, 'lansing': 18849, 'wx': 18850, 'guillotine': 18851, 'treme': 18852, 'saltines': 18853, 'immunotherapy': 18854, 'secrete': 18855, 'plethora': 18856, 'courtside': 18857, 'pacers': 18858, 'ire': 18859, 'imprisonment': 18860, 'rinpoche': 18861, 'committees': 18862, 'nokia': 18863, 'rouseff': 18864, 'breather': 18865, 'fatties': 18866, 'pantywaist': 18867, 'courier': 18868, 'crest': 18869, 'nirvana': 18870, 'malick': 18871, 'freida': 18872, 'pinto': 18873, 'photoshopped': 18874, 'sitar': 18875, 'pantsuit': 18876, 'carnivore': 18877, 'meatheads': 18878, 'dysphoria': 18879, 'persky': 18880, 'kessler': 18881, 'perforate': 18882, 'fatty': 18883, 'zod': 18884, 'beet': 18885, 'hiss': 18886, 'protrude': 18887, 'tiffany': 18888, 'haddish': 18889, 'sheriffs': 18890, 'moniz': 18891, 'spieth': 18892, 'willett': 18893, 'nytimes': 18894, 'aint': 18895, 'fmr': 18896, 'zalmay': 18897, 'khalilzad': 18898, 'iteration': 18899, 'combinations': 18900, 'redact': 18901, 'easton': 18902, 'gaveling': 18903, 'navajo': 18904, 'ilana': 18905, 'glazer': 18906, 'harassers': 18907, 'overinflated': 18908, 'shoplifters': 18909, 'seedless': 18910, 'ointment': 18911, 'firebomb': 18912, 'condo': 18913, 'bylaw': 18914, 'deb': 18915, 'microsft': 18916, 'rejuvenate': 18917, 'yore': 18918, 'unborn': 18919, 'simper': 18920, 'demography': 18921, 'demographer': 18922, 'mockument': 18923, 'occupiers': 18924, 'nratv': 18925, 'microaggressions': 18926, 'agile': 18927, 'newscaster': 18928, 'ns': 18929, 'dwf': 18930, 'governorship': 18931, 'iamthegoldenstatekiller': 18932, 'supersonic': 18933, 'singlehandedly': 18934, 'resentencing': 18935, 'orson': 18936, 'uswnt': 18937, 'fabricate': 18938, 'mound': 18939, 'scorpion': 18940, 'vib': 18941, 'systematic': 18942, 'earrings': 18943, 'spellbind': 18944, 'dermer': 18945, 'christophe': 18946, 'michalak': 18947, 'ketamine': 18948, 'depressant': 18949, 'vj': 18950, 'halcyon': 18951, 'jinx': 18952, 'receivable': 18953, 'collaborator': 18954, 'argentinian': 18955, 'riverside': 18956, 'preregistered': 18957, 'shortfall': 18958, 'bazooka': 18959, 'mandarin': 18960, 'memberships': 18961, 'contemptible': 18962, 'silky': 18963, 'kickabout': 18964, 'cauliflower': 18965, 'geils': 18966, 'mortarboard': 18967, 'collaborations': 18968, 'horatio': 18969, 'sanz': 18970, 'kay': 18971, 'amatrice': 18972, 'rockers': 18973, 'convergence': 18974, 'remoteness': 18975, 'dignify': 18976, 'showoff': 18977, 'pallbearer': 18978, 'counterterrorists': 18979, 'interchangeable': 18980, 'starlets': 18981, 'defang': 18982, 'province': 18983, 'bystanding': 18984, 'examples': 18985, 'grumblethor': 18986, 'mischievous': 18987, 'swank': 18988, 'tasters': 18989, 'upkeep': 18990, 'cams': 18991, 'officemates': 18992, 'unwittingly': 18993, 'endow': 18994, 'wring': 18995, 'cabernet': 18996, 'sauvignon': 18997, 'bulletin': 18998, 'austerity': 18999, 'clothesline': 19000, 'cutthroat': 19001, 'stager': 19002, 'zarin': 19003, 'ramona': 19004, 'sonata': 19005, 'fireball': 19006, 'combo': 19007, 'disembark': 19008, 'osbourne': 19009, 'nonvoter': 19010, 'lovebird': 19011, 'jeeves': 19012, 'warts': 19013, 'visceral': 19014, 'suspicion': 19015, 'untrustworthy': 19016, 'scampi': 19017, 'normally': 19018, 'noche': 19019, 'pasi': 19020, 'soir': 19021, 'yatseniuk': 19022, 'chatroom': 19023, 'rotisseries': 19024, 'cait': 19025, 'gaseous': 19026, 'rancher': 19027, 'mysteryland': 19028, 'pyrotechnics': 19029, 'addclimatechangetotv': 19030, 'deafen': 19031, 'darcy': 19032, 'spiel': 19033, 'suicidal': 19034, 'geese': 19035, 'jetliner': 19036, 'queue': 19037, 'primitive': 19038, 'hardware': 19039, 'shiver': 19040, 'spine': 19041, 'cheezburger': 19042, 'vegetation': 19043, 'hitchhike': 19044, 'saran': 19045, 'brownie': 19046, 'sus': 19047, 'tipton': 19048, 'sportswriter': 19049, 'memorization': 19050, 'mgm': 19051, 'methamphetamines': 19052, 'marrakesh': 19053, 'tcby': 19054, 'unplayed': 19055, 'forensics': 19056, 'turvy': 19057, 'adriatic': 19058, 'disinvited': 19059, 'tantric': 19060, 'bacterial': 19061, 'intuition': 19062, 'structurally': 19063, 'transitional': 19064, 'hotcake': 19065, 'brisk': 19066, 'hampton': 19067, 'concierge': 19068, 'missuniverse': 19069, 'blockade': 19070, 'zac': 19071, 'efron': 19072, 'presentness': 19073, 'lund': 19074, 'deadbeat': 19075, 'dependency': 19076, 'annul': 19077, 'aptitude': 19078, 'feek': 19079, 'vigorously': 19080, 'readin': 19081, 'researchin': 19082, 'writin': 19083, 'modifier': 19084, 'prelims': 19085, 'cynics': 19086, 'realists': 19087, 'confide': 19088, 'jermaine': 19089, 'dupri': 19090, 'broil': 19091, 'meats': 19092, 'coatless': 19093, 'deregulation': 19094, 'bridesmaid': 19095, 'writhe': 19096, 'tentacles': 19097, 'dustpan': 19098, 'dodd': 19099, 'rehearse': 19100, 'betelgeuse': 19101, 'supernova': 19102, 'wheeldon': 19103, 'gershwins': 19104, 'muppet': 19105, 'metzger': 19106, 'learnin': 19107, 'davenport': 19108, 'sbarro': 19109, 'commodities': 19110, 'trader': 19111, 'outgrow': 19112, 'irvin': 19113, 'yalom': 19114, 'madcap': 19115, 'zany': 19116, 'hijinks': 19117, 'mantis': 19118, 'hesitantly': 19119, 'roundabout': 19120, 'cigars': 19121, 'busier': 19122, 'bruin': 19123, 'yutu': 19124, 'retrial': 19125, 'cinch': 19126, 'maroulis': 19127, 'armour': 19128, 'swivel': 19129, 'wienermobile': 19130, 'wienermobiles': 19131, 'thorogood': 19132, 'kinki': 19133, 'cambodian': 19134, 'dictatorship': 19135, 'underwood': 19136, 'sundown': 19137, 'chiropractor': 19138, 'vertebrae': 19139, 'chummy': 19140, 'gonzaga': 19141, 'keaton': 19142, 'gauguin': 19143, 'fondation': 19144, 'beyeler': 19145, 'crushworthy': 19146, 'mazing': 19147, 'jilt': 19148, 'earther': 19149, 'quintillion': 19150, 'disciplinarian': 19151, 'unruly': 19152, 'meatloaf': 19153, 'femoral': 19154, 'artery': 19155, 'dildos': 19156, 'snacker': 19157, 'municipal': 19158, 'bookworms': 19159, 'suborbital': 19160, 'propulsion': 19161, 'muppets': 19162, 'orban': 19163, 'levitate': 19164, 'rainforests': 19165, 'passports': 19166, 'scourge': 19167, 'rumba': 19168, 'cyst': 19169, 'conventions': 19170, 'reenactor': 19171, 'vod': 19172, 'thus': 19173, 'swattin': 19174, 'incompatible': 19175, 'oligarch': 19176, 'afterbirth': 19177, 'germs': 19178, 'brittany': 19179, 'kwatinetz': 19180, 'orgy': 19181, 'defame': 19182, 'pynk': 19183, 'airlock': 19184, 'xxs': 19185, 'slobbery': 19186, 'liposuction': 19187, 'motorcyclist': 19188, 'bennett': 19189, 'slipknot': 19190, 'snapchatting': 19191, 'goodlatte': 19192, 'neons': 19193, 'gamgam': 19194, 'pga': 19195, 'takeaways': 19196, 'negotiators': 19197, 'trig': 19198, 'unbelt': 19199, 'walgreen': 19200, 'wineries': 19201, 'como': 19202, 'flor': 19203, 'misspoke': 19204, 'caligula': 19205, 'minions': 19206, 'installation': 19207, 'ancestry': 19208, 'juggernaut': 19209, 'mist': 19210, 'porsha': 19211, 'bennington': 19212, 'tristan': 19213, 'falluja': 19214, 'esa': 19215, 'innate': 19216, 'formative': 19217, 'crawlspaces': 19218, 'outsize': 19219, 'endeavour': 19220, 'cakeshop': 19221, 'tamper': 19222, 'marathons': 19223, 'interventions': 19224, 'noticeable': 19225, 'slacker': 19226, 'anthems': 19227, 'illiterate': 19228, 'hideaways': 19229, 'recyclables': 19230, 'beagle': 19231, 'chinaperson': 19232, 'rightist': 19233, 'ambulance': 19234, 'sneakers': 19235, 'furiously': 19236, 'contextless': 19237, 'jb': 19238, 'smoove': 19239, 'sugary': 19240, 'brouhaha': 19241, 'pierre': 19242, 'scorecard': 19243, 'sandbag': 19244, 'sergeant': 19245, 'cadet': 19246, 'chowderhead': 19247, 'sled': 19248, 'fester': 19249, 'tyrese': 19250, 'grimm': 19251, 'apologists': 19252, 'jokingly': 19253, 'parley': 19254, 'ringleader': 19255, 'clank': 19256, 'phyllis': 19257, 'schlafly': 19258, 'kingmakers': 19259, 'intimidation': 19260, 'donovan': 19261, 'mitchell': 19262, 'footwear': 19263, 'uaw': 19264, 'fca': 19265, 'greitens': 19266, 'pressurization': 19267, 'kellyonmymind': 19268, 'gissendaner': 19269, 'weiwei': 19270, 'catalogue': 19271, 'stonestreet': 19272, 'electrocution': 19273, 'interventionists': 19274, 'paragon': 19275, 'chivalrous': 19276, 'toobin': 19277, 'jumpsuit': 19278, 'redefinition': 19279, 'fern': 19280, 'decode': 19281, 'umpteenth': 19282, 'beelines': 19283, 'pinhead': 19284, 'yazidis': 19285, 'rc': 19286, 'karenina': 19287, 'copenhagen': 19288, 'coloradans': 19289, 'deregistered': 19290, 'nipple': 19291, 'trybeatingmelightly': 19292, 'briefcases': 19293, 'halogen': 19294, 'faker': 19295, 'machete': 19296, 'gratuity': 19297, 'ramen': 19298, 'pao': 19299, 'cgi': 19300, 'ucsf': 19301, 'benioff': 19302, 'hemophiliac': 19303, 'kilimanjaro': 19304, 'lima': 19305, 'exemptions': 19306, 'ncnoltes': 19307, 'alienation': 19308, 'kritzer': 19309, 'teal': 19310, 'wicks': 19311, 'kc': 19312, 'reliance': 19313, 'fruitvale': 19314, 'getter': 19315, 'pebble': 19316, 'werner': 19317, 'herzog': 19318, 'treadwell': 19319, 'pintauro': 19320, 'tipper': 19321, 'lotioning': 19322, 'spaghetti': 19323, 'elegance': 19324, 'connick': 19325, 'merch': 19326, 'boynton': 19327, 'jackman': 19328, 'hazen': 19329, 'recharge': 19330, 'steagall': 19331, 'jonesing': 19332, 'improv': 19333, 'troupe': 19334, 'protract': 19335, 'neckhole': 19336, 'remorseless': 19337, 'selene': 19338, 'archaeologist': 19339, 'inhaler': 19340, 'lycra': 19341, 'infomercial': 19342, 'kristofferson': 19343, 'espy': 19344, 'chechens': 19345, 'enthusiasts': 19346, 'bebop': 19347, 'rocksteady': 19348, 'whimsical': 19349, 'meloni': 19350, 'freud': 19351, 'appliance': 19352, 'chatroulette': 19353, 'creditors': 19354, 'setup': 19355, 'groceries': 19356, 'strategically': 19357, 'citizenry': 19358, 'islanders': 19359, 'wissam': 19360, 'mana': 19361, 'roughly': 19362, 'sealy': 19363, 'publicize': 19364, 'probiotic': 19365, 'inert': 19366, 'vh': 19367, 'uplift': 19368, 'regulator': 19369, 'zionism': 19370, 'seagull': 19371, 'donbas': 19372, 'ming': 19373, 'yuan': 19374, 'mainland': 19375, 'nilla': 19376, 'growers': 19377, 'soften': 19378, 'exploration': 19379, 'partnerships': 19380, 'spurlock': 19381, 'accusation': 19382, 'scamming': 19383, 'magdalene': 19384, 'alpert': 19385, 'gogo': 19386, 'paleontology': 19387, 'congratulations': 19388, 'developmental': 19389, 'bose': 19390, 'optimize': 19391, 'tedx': 19392, 'skeptic': 19393, 'medicalert': 19394, 'plouffe': 19395, 'indy': 19396, 'obscene': 19397, 'launder': 19398, 'copeland': 19399, 'ep': 19400, 'disquiet': 19401, 'exertion': 19402, 'arteries': 19403, 'mandel': 19404, 'bubba': 19405, 'deflect': 19406, 'caretakers': 19407, 'blizzcon': 19408, 'togo': 19409, 'lyte': 19410, 'hansel': 19411, 'gretel': 19412, 'secretaries': 19413, 'benito': 19414, 'paddlers': 19415, 'baggies': 19416, 'legitimacy': 19417, 'boitano': 19418, 'marshawn': 19419, 'shareware': 19420, 'israelites': 19421, 'sinai': 19422, 'hotcakes': 19423, 'canvasser': 19424, 'slender': 19425, 'turpan': 19426, 'apfel': 19427, 'hardee': 19428, 'reinvested': 19429, 'blackjack': 19430, 'gefloigel': 19431, 'pooch': 19432, 'backpage': 19433, 'undersell': 19434, 'counterintuitive': 19435, 'margaritaville': 19436, 'nicoderm': 19437, 'nicotine': 19438, 'tiq': 19439, 'liberation': 19440, 'multitasking': 19441, 'voguing': 19442, 'confine': 19443, 'crass': 19444, 'polaris': 19445, 'bern': 19446, 'technologies': 19447, 'authentically': 19448, 'cutlery': 19449, 'cloaca': 19450, 'acknowledgement': 19451, 'slither': 19452, 'hymnal': 19453, 'winfrey': 19454, 'considerable': 19455, 'harem': 19456, 'typographical': 19457, 'melanoma': 19458, 'emancipation': 19459, 'proclamation': 19460, 'monarch': 19461, 'busiest': 19462, 'saddle': 19463, 'reece': 19464, 'soreness': 19465, 'congressperson': 19466, 'entwine': 19467, 'extrovert': 19468, 'dillard': 19469, 'rakhine': 19470, 'ut': 19471, 'alumnus': 19472, 'cleverly': 19473, 'dada': 19474, 'gambler': 19475, 'sculptor': 19476, 'magma': 19477, 'fearmongering': 19478, 'hansom': 19479, 'junta': 19480, 'dreadlocked': 19481, 'serta': 19482, 'wholesaler': 19483, 'dodgeball': 19484, 'commenter': 19485, 'morass': 19486, 'dreamgirl': 19487, 'centenarians': 19488, 'cosplays': 19489, 'lannister': 19490, 'firebrand': 19491, 'insistent': 19492, 'bernstein': 19493, 'tribes': 19494, 'qatari': 19495, 'emir': 19496, 'fps': 19497, 'min': 19498, 'romantically': 19499, 'gamechanger': 19500, 'kailash': 19501, 'satyarthi': 19502, 'negativity': 19503, 'militancy': 19504, 'fleetingly': 19505, 'shag': 19506, 'burka': 19507, 'niqab': 19508, 'aman': 19509, 'sethi': 19510, 'tamp': 19511, 'poo': 19512, 'daryl': 19513, 'snorkel': 19514, 'lynde': 19515, 'citrix': 19516, 'hermits': 19517, 'natgeo': 19518, 'internets': 19519, 'uncles': 19520, 'corral': 19521, 'ouchless': 19522, 'humanly': 19523, 'intercultural': 19524, 'punctuality': 19525, 'gigawatts': 19526, 'socrates': 19527, 'dialogues': 19528, 'shill': 19529, 'reffed': 19530, 'pogue': 19531, 'canteen': 19532, 'abstract': 19533, 'mckinsey': 19534, 'malaria': 19535, 'rattlesnakes': 19536, 'elude': 19537, 'pursuers': 19538, 'counteroffensive': 19539, 'mcadoo': 19540, 'bandicoot': 19541, 'tuxedo': 19542, 'cassette': 19543, 'rodney': 19544, 'sometime': 19545, 'slanty': 19546, 'italics': 19547, 'prettiest': 19548, 'wasp': 19549, 'socialite': 19550, 'cunt': 19551, 'spock': 19552, 'rahman': 19553, 'sherwin': 19554, 'endometrial': 19555, 'foodborne': 19556, 'eclair': 19557, 'goya': 19558, 'protocols': 19559, 'ebony': 19560, 'magazines': 19561, 'vai': 19562, 'dispenser': 19563, 'hauntedness': 19564, 'distinctly': 19565, 'cilantro': 19566, 'cutbacks': 19567, 'dundee': 19568, 'mileage': 19569, 'matchbox': 19570, 'wiseau': 19571, 'samira': 19572, 'wiley': 19573, 'conservationist': 19574, 'blige': 19575, 'abuzz': 19576, 'condemnation': 19577, 'grit': 19578, 'courteously': 19579, 'hypocritical': 19580, 'vibe': 19581, 'uncaptured': 19582, 'keffiyeh': 19583, 'starboard': 19584, 'thunk': 19585, 'moosh': 19586, 'baroo': 19587, 'locket': 19588, 'camry': 19589, 'brighter': 19590, 'sweatiest': 19591, 'homeopathic': 19592, 'spector': 19593, 'pessimism': 19594, 'ciarlelli': 19595, 'vindictive': 19596, 'weirdly': 19597, 'marilinda': 19598, 'unskewing': 19599, 'gadfly': 19600, 'jelly': 19601, 'aftershock': 19602, 'consecrate': 19603, 'cancerous': 19604, 'gianforte': 19605, 'materialistic': 19606, 'punniest': 19607, 'bouncers': 19608, 'supermoon': 19609, 'don': 19610, 'livid': 19611, 'cassidy': 19612, 'cardiovascular': 19613, 'dapper': 19614, 'brazen': 19615, 'shimmer': 19616, 'umbrellas': 19617, 'magician': 19618, 'blowtorch': 19619, 'turnips': 19620, 'labyrinthian': 19621, 'logos': 19622, 'pretties': 19623, 'mace': 19624, 'fanny': 19625, 'satchel': 19626, 'heisman': 19627, 'zenzinger': 19628, 'nutso': 19629, 'forte': 19630, 'qualification': 19631, 'shallow': 19632, 'bilious': 19633, 'unsaved': 19634, 'gallstone': 19635, 'incomplete': 19636, 'equalizer': 19637, 'proofreader': 19638, 'rhubarb': 19639, 'explainer': 19640, 'formerly': 19641, 'unspeakable': 19642, 'um': 19643, 'adrenal': 19644, 'interlude': 19645, 'competitors': 19646, 'chromecast': 19647, 'vot': 19648, 'marcomentum': 19649, 'header': 19650, 'shortly': 19651, 'esposito': 19652, 'baaaaack': 19653, 'presumptuous': 19654, 'pitcher': 19655, 'timelines': 19656, 'beastie': 19657, 'unbeatable': 19658, 'constrictive': 19659, 'kup': 19660, 'effigy': 19661, 'disarm': 19662, 'berk': 19663, 'deletion': 19664, 'shiites': 19665, 'framers': 19666, 'amendments': 19667, 'cortege': 19668, 'enbridge': 19669, 'kazakhstani': 19670, 'carbo': 19671, 'moustache': 19672, 'tomboy': 19673, 'meaty': 19674, 'ahmad': 19675, 'rahami': 19676, 'tiptoe': 19677, 'expertly': 19678, 'fawlty': 19679, 'infighting': 19680, 'pea': 19681, 'everyman': 19682, 'janna': 19683, 'bashful': 19684, 'aipac': 19685, 'wellesley': 19686, 'brochure': 19687, 'nofilter': 19688, 'hairs': 19689, 'careerlink': 19690, 'alums': 19691, 'markell': 19692, 'okcupid': 19693, 'aspershirt': 19694, 'marina': 19695, 'siegel': 19696, 'humidifier': 19697, 'mastiff': 19698, 'droopy': 19699, 'condescend': 19700, 'virtually': 19701, 'rosario': 19702, 'elmore': 19703, 'succinctly': 19704, 'gloomy': 19705, 'polly': 19706, 'zehnder': 19707, 'swader': 19708, 'superdelegates': 19709, 'raza': 19710, 'encode': 19711, 'burgenland': 19712, 'ceremoniously': 19713, 'tenuous': 19714, 'afterwards': 19715, 'nagel': 19716, 'garrison': 19717, 'keillor': 19718, 'stoplight': 19719, 'waterslide': 19720, 'minson': 19721, 'hungarian': 19722, 'embarrassment': 19723, 'miracles': 19724, 'ironically': 19725, 'kozol': 19726, 'biter': 19727, 'gopsongsaboutethics': 19728, 'rainbows': 19729, 'adequate': 19730, 'interplanetary': 19731, 'carney': 19732, 'outrageously': 19733, 'loopholes': 19734, 'etch': 19735, 'accessory': 19736, 'investigations': 19737, 'animator': 19738, 'glisten': 19739, 'scum': 19740, 'hochuli': 19741, 'hotties': 19742, 'voluptuous': 19743, 'shapely': 19744, 'clementines': 19745, 'heller': 19746, 'treaters': 19747, 'uncomprehendingly': 19748, 'chlo': 19749, 'sevign': 19750, 'umlaut': 19751, 'smirk': 19752, 'mudslides': 19753, 'silliest': 19754, 'hdtv': 19755, 'compatibility': 19756, 'mantel': 19757, 'tuscan': 19758, 'resettle': 19759, 'mientus': 19760, 'punxsutawney': 19761, 'urination': 19762, 'cftc': 19763, 'effortless': 19764, 'parlay': 19765, 'cisco': 19766, 'wantonly': 19767, 'firefighting': 19768, 'esl': 19769, 'concentrate': 19770, 'vocabulary': 19771, 'colorblind': 19772, 'verb': 19773, 'noun': 19774, 'prepositional': 19775, 'faroe': 19776, 'talents': 19777, 'cinematographer': 19778, 'girly': 19779, 'misconception': 19780, 'handbag': 19781, 'vegetarians': 19782, 'dullard': 19783, 'vocational': 19784, 'mane': 19785, 'stillbirth': 19786, 'assurance': 19787, 'codepink': 19788, 'tarmac': 19789, 'electability': 19790, 'gotta': 19791, 'baseless': 19792, 'reciprocate': 19793, 'diorama': 19794, 'vance': 19795, 'threshold': 19796, 'lily': 19797, 'jacuzzi': 19798, 'pinkerton': 19799, 'busters': 19800, 'sensei': 19801, 'parch': 19802, 'commentate': 19803, 'fitzpatrick': 19804, 'horseface': 19805, 'rentals': 19806, 'completists': 19807, 'tracey': 19808, 'ullman': 19809, 'kuczynski': 19810, 'spokesperson': 19811, 'canard': 19812, 'hgtv': 19813, 'foolhardy': 19814, 'onesie': 19815, 'corbusier': 19816, 'nuances': 19817, 'stingy': 19818, 'saga': 19819, 'cryptozoologist': 19820, 'veronaon': 19821, 'circumcision': 19822, 'pell': 19823, 'lisande': 19824, 'cyndi': 19825, 'lauper': 19826, 'thumbtack': 19827, 'audrey': 19828, 'hepburn': 19829, 'toucan': 19830, 'mascots': 19831, 'segway': 19832, 'rotten': 19833, 'oddball': 19834, 'expend': 19835, 'leathery': 19836, 'busey': 19837, 'msf': 19838, 'faceoff': 19839, 'hysterically': 19840, 'vulture': 19841, 'dinnertime': 19842, 'regretfully': 19843, 'hewitt': 19844, 'myspace': 19845, 'tamra': 19846, 'housewives': 19847, 'nerdiest': 19848, 'elliptical': 19849, 'psychosexual': 19850, 'mormons': 19851, 'fsu': 19852, 'dalvin': 19853, 'jarringly': 19854, 'starcraft': 19855, 'persistence': 19856, 'raphael': 19857, 'yippee': 19858, 'ki': 19859, 'yay': 19860, 'violators': 19861, 'skank': 19862, 'temps': 19863, 'naturist': 19864, 'kwanzaa': 19865, 'imbalance': 19866, 'hissy': 19867, 'headlock': 19868, 'geologic': 19869, 'klum': 19870, 'frequently': 19871, 'omnipotent': 19872, 'nova': 19873, 'bouncin': 19874, 'ejaculate': 19875, 'solace': 19876, 'suffragist': 19877, 'coherent': 19878, 'leary': 19879, 'interviewers': 19880, 'mainsplainer': 19881, 'usurp': 19882, 'pvc': 19883, 'campfire': 19884, 'faris': 19885, 'jena': 19886, 'malone': 19887, 'lyons': 19888, 'aunties': 19889, 'megadrought': 19890, 'disarray': 19891, 'sincere': 19892, 'cinephiles': 19893, 'penises': 19894, 'lara': 19895, 'boyle': 19896, 'toyotathon': 19897, 'armie': 19898, 'ratburn': 19899, 'twink': 19900, 'camcorder': 19901, 'unchallenged': 19902, 'underperform': 19903, 'ballers': 19904, 'antoni': 19905, 'porowski': 19906, 'deshawnda': 19907, 'clauses': 19908, 'yeti': 19909, 'abdominable': 19910, 'terminology': 19911, 'enthral': 19912, 'flexibility': 19913, 'agog': 19914, 'gimp': 19915, 'schoolgirl': 19916, 'cruelest': 19917, 'obedient': 19918, 'compactor': 19919, 'glassdoor': 19920, 'spiky': 19921, 'dod': 19922, 'nomads': 19923, 'shittier': 19924, 'xxxx': 19925, 'hefty': 19926, 'underused': 19927, 'hesitant': 19928, 'jarvis': 19929, 'stearns': 19930, 'processors': 19931, 'depressingly': 19932, 'bernadette': 19933, 'conners': 19934, 'volumes': 19935, 'pawprint': 19936, 'braga': 19937, 'otaviano': 19938, 'canuto': 19939, 'replaceable': 19940, 'eleanor': 19941, 'rigby': 19942, 'risheq': 19943, 'lupe': 19944, 'libtard': 19945, 'cuck': 19946, 'frustrations': 19947, 'childlike': 19948, 'paso': 19949, 'newsguild': 19950, 'regain': 19951, 'immersion': 19952, 'homeboys': 19953, 'outer': 19954, 'almanac': 19955, 'primetime': 19956, 'inappropriations': 19957, 'sexier': 19958, 'dorchester': 19959, 'batten': 19960, 'shyla': 19961, 'stylez': 19962, 'avn': 19963, 'dui': 19964, 'sleeves': 19965, 'steves': 19966, 'ghanaian': 19967, 'kokopellied': 19968, 'uniquely': 19969, 'unsuited': 19970, 'pagodas': 19971, 'cate': 19972, 'blanchett': 19973, 'dewan': 19974, 'appease': 19975, 'figurines': 19976, 'biodegrade': 19977, 'reuther': 19978, 'managers': 19979, 'railways': 19980, 'boatless': 19981, 'cucumber': 19982, 'quirk': 19983, 'idina': 19984, 'menzel': 19985, 'pepe': 19986, 'mitsubishi': 19987, 'plymouth': 19988, 'beasts': 19989, 'quayle': 19990, 'patriarch': 19991, 'hezbollah': 19992, 'hindsight': 19993, 'density': 19994, 'kevins': 19995, 'overtire': 19996, 'johns': 19997, 'cartgate': 19998, 'ryancare': 19999, 'zedd': 20000, 'kuwtk': 20001, 'dannon': 20002, 'coincide': 20003, 'mag': 20004, 'gorton': 20005, 'inflections': 20006, 'unrewarding': 20007, 'clamshell': 20008, 'exquisite': 20009, 'unsuccessfully': 20010, 'facinelli': 20011, 'jaimie': 20012, 'liev': 20013, 'schreiber': 20014, 'seismologist': 20015, 'richter': 20016, 'mumolo': 20017, 'chevy': 20018, 'lamont': 20019, 'banal': 20020, 'rca': 20021, 'arista': 20022, 'daltrey': 20023, 'hernan': 20024, 'barangan': 20025, 'fantastically': 20026, 'traitor': 20027, 'shortsighted': 20028, 'sheila': 20029, 'heimlich': 20030, 'royalties': 20031, 'tine': 20032, 'mouthfuls': 20033, 'melanesian': 20034, 'romeo': 20035, 'juliet': 20036, 'disenfranchise': 20037, 'lull': 20038, 'stupidest': 20039, 'kurdi': 20040, 'idolatry': 20041, 'grapevine': 20042, 'horsey': 20043, 'internationalization': 20044, 'afl': 20045, 'cio': 20046, 'nobannowall': 20047, 'harmon': 20048, 'fearsome': 20049, 'allstate': 20050, 'masseuse': 20051, 'mockingly': 20052, 'swimwear': 20053, 'unedited': 20054, 'lupone': 20055, 'sofa': 20056, 'backstabbing': 20057, 'traitors': 20058, 'bionic': 20059, 'fingertip': 20060, 'ike': 20061, 'barinholtz': 20062, 'blare': 20063, 'boseman': 20064, 'tastic': 20065, 'pubic': 20066, 'underbelly': 20067, 'sheedy': 20068, 'aleck': 20069, 'isabel': 20070, 'allende': 20071, 'bussi': 20072, 'wltz': 20073, 'hartford': 20074, 'overcharge': 20075, 'invention': 20076, 'penicillin': 20077, 'arsenic': 20078, 'conroy': 20079, 'septum': 20080, 'edtech': 20081, 'antibodies': 20082, 'dominicans': 20083, 'emission': 20084, 'pulsate': 20085, 'sherbet': 20086, 'zagat': 20087, 'chickening': 20088, 'fabio': 20089, 'viviani': 20090, 'cinemark': 20091, 'liable': 20092, 'urbanism': 20093, 'lotions': 20094, 'storied': 20095, 'ip': 20096, 'papua': 20097, 'wrinkly': 20098, 'unshaven': 20099, 'oppenheimer': 20100, 'bhagavad': 20101, 'gita': 20102, 'gust': 20103, 'inferiority': 20104, 'citigroup': 20105, 'clique': 20106, 'warmly': 20107, 'sturgeon': 20108, 'acadia': 20109, 'tweak': 20110, 'rv': 20111, 'gsvatn': 20112, 'stoop': 20113, 'connectivity': 20114, 'strut': 20115, 'imbecile': 20116, 'opcw': 20117, 'onionman': 20118, 'kaleidoscoping': 20119, 'lifesavers': 20120, 'bahama': 20121, 'carnage': 20122, 'earnhardt': 20123, 'serengeti': 20124, 'philbin': 20125, 'finalists': 20126, 'iditarod': 20127, 'caterers': 20128, 'revenant': 20129, 'danube': 20130, 'plinko': 20131, 'acre': 20132, 'sleight': 20133, 'vultures': 20134, 'smugglers': 20135, 'auditorium': 20136, 'plimpton': 20137, 'apoplectic': 20138, 'factions': 20139, 'emojisinthewild': 20140, 'farce': 20141, 'plummers': 20142, 'deutsche': 20143, 'sarcastically': 20144, 'winn': 20145, 'mccool': 20146, 'tresspasser': 20147, 'artie': 20148, 'lange': 20149, 'mathematical': 20150, 'skill': 20151, 'mollify': 20152, 'divestment': 20153, 'amazingly': 20154, 'humanlike': 20155, 'sonia': 20156, 'yoshi': 20157, 'playplace': 20158, 'draymond': 20159, 'raffi': 20160, 'sillies': 20161, 'ostensibly': 20162, 'komen': 20163, 'ayahuasca': 20164, 'interpreter': 20165, 'condense': 20166, 'zionist': 20167, 'rabbinic': 20168, 'abstention': 20169, 'chartreuse': 20170, 'luau': 20171, 'laze': 20172, 'pynchon': 20173, 'goodie': 20174, 'pillars': 20175, 'exceptions': 20176, 'tofurkey': 20177, 'sideshow': 20178, 'equestrian': 20179, 'unlikable': 20180, 'tiebreaker': 20181, 'reinstate': 20182, 'interminable': 20183, 'chapecoense': 20184, 'piloto': 20185, 'boliviano': 20186, 'snapback': 20187, 'trapeze': 20188, 'override': 20189, 'scald': 20190, 'deprive': 20191, 'injections': 20192, 'unappealing': 20193, 'soundtracks': 20194, 'lardface': 20195, 'paleo': 20196, 'platoon': 20197, 'ivana': 20198, 'farberware': 20199, 'nonstick': 20200, 'urschel': 20201, 'pests': 20202, 'graffitied': 20203, 'korman': 20204, 'candler': 20205, 'elijah': 20206, 'mcneil': 20207, 'atrans': 20208, 'deface': 20209, 'mtm': 20210, 'democalypse': 20211, 'whuppin': 20212, 'telemundo': 20213, 'incomparable': 20214, 'mittenaere': 20215, 'johanns': 20216, 'conga': 20217, 'participant': 20218, 'vulgaria': 20219, 'statham': 20220, 'pwnage': 20221, 'lbj': 20222, 'impropriety': 20223, 'ashtanga': 20224, 'gaziantep': 20225, 'nondisclosure': 20226, 'morales': 20227, 'moonlit': 20228, 'bonfire': 20229, 'conjure': 20230, 'frenchie': 20231, 'predisposition': 20232, 'clotheslines': 20233, 'convent': 20234, 'superbug': 20235, 'thousandth': 20236, 'versatile': 20237, 'minimal': 20238, 'iverson': 20239, 'realest': 20240, 'famer': 20241, 'naptime': 20242, 'renege': 20243, 'interaction': 20244, 'flusher': 20245, 'snare': 20246, 'patrolmen': 20247, 'wipeout': 20248, 'hachette': 20249, 'smartness': 20250, 'shakily': 20251, 'curfews': 20252, 'helium': 20253, 'squeaky': 20254, 'joyous': 20255, 'eid': 20256, 'ugaaso': 20257, 'abukar': 20258, 'boocow': 20259, 'mogadishu': 20260, 'nostalgically': 20261, 'engel': 20262, 'hangnail': 20263, 'mummy': 20264, 'bras': 20265, 'philanthropy': 20266, 'suavity': 20267, 'trenchcoat': 20268, 'brass': 20269, 'urn': 20270, 'maldives': 20271, 'croutons': 20272, 'amplifyd': 20273, 'traction': 20274, 'impromptu': 20275, 'contributor': 20276, 'nicki': 20277, 'minaj': 20278, 'insure': 20279, 'enthrone': 20280, 'circulation': 20281, 'chik': 20282, 'stricter': 20283, 'hobnob': 20284, 'givers': 20285, 'gamson': 20286, 'alaina': 20287, 'percival': 20288, 'uncaring': 20289, 'adulterers': 20290, 'pointless': 20291, 'oxytocin': 20292, 'chechnya': 20293, 'lengths': 20294, 'neyt': 20295, 'arkin': 20296, 'scorchlands': 20297, 'outposts': 20298, 'benatar': 20299, 'coyne': 20300, 'habitats': 20301, 'entanglements': 20302, 'shakers': 20303, 'premise': 20304, 'herpetologists': 20305, 'becker': 20306, 'guernica': 20307, 'visage': 20308, 'llorona': 20309, 'unfiltered': 20310, 'bookcase': 20311, 'stapler': 20312, 'staplers': 20313, 'bernhardt': 20314, 'flamin': 20315, 'lime': 20316, 'ulcerative': 20317, 'colitis': 20318, 'evident': 20319, 'enigmatic': 20320, 'josef': 20321, 'koudelka': 20322, 'rapture': 20323, 'depressive': 20324, 'myopia': 20325, 'optometrist': 20326, 'modi': 20327, 'wiretap': 20328, 'appreciably': 20329, 'monae': 20330, 'jowl': 20331, 'snore': 20332, 'condiments': 20333, 'decomposition': 20334, 'icelandic': 20335, 'beavan': 20336, 'insanely': 20337, 'calve': 20338, 'canadians': 20339, 'favorability': 20340, 'arlen': 20341, 'specter': 20342, 'affiliation': 20343, 'coretta': 20344, 'hairy': 20345, 'alibi': 20346, 'nissan': 20347, 'depositions': 20348, 'farallon': 20349, 'usfws': 20350, 'commodore': 20351, 'bunsen': 20352, 'burners': 20353, 'pleasantries': 20354, 'zoe': 20355, 'saldana': 20356, 'scarily': 20357, 'ultimately': 20358, 'overgrow': 20359, 'thematically': 20360, 'rapists': 20361, 'homey': 20362, 'mckinney': 20363, 'intersect': 20364, 'interdisciplinary': 20365, 'hpps': 20366, 'abso': 20367, 'moochly': 20368, 'annis': 20369, 'merron': 20370, 'operators': 20371, 'porcupine': 20372, 'corona': 20373, 'periodically': 20374, 'dub': 20375, 'malnourish': 20376, 'supervise': 20377, 'pantene': 20378, 'dispose': 20379, 'nicu': 20380, 'triangular': 20381, 'acute': 20382, 'sneakier': 20383, 'schnauzers': 20384, 'alig': 20385, 'catsuits': 20386, 'rosaries': 20387, 'nair': 20388, 'incendiary': 20389, 'loners': 20390, 'deportations': 20391, 'backward': 20392, 'unencumbered': 20393, 'reside': 20394, 'inanimate': 20395, 'inspect': 20396, 'nimrud': 20397, 'hannitys': 20398, 'objection': 20399, 'playtex': 20400, 'uncooperative': 20401, 'beckinsale': 20402, 'glenbrook': 20403, 'wrestletalk': 20404, 'koenig': 20405, 'entenmann': 20406, 'bestival': 20407, 'supermarkets': 20408, 'satin': 20409, 'blot': 20410, 'olin': 20411, 'dirtier': 20412, 'preacher': 20413, 'anjem': 20414, 'choudary': 20415, 'menswear': 20416, 'mirjana': 20417, 'lucic': 20418, 'baroni': 20419, 'influencers': 20420, 'constitutions': 20421, 'dusk': 20422, 'nights': 20423, 'simpleton': 20424, 'doubters': 20425, 'feasibility': 20426, 'kofi': 20427, 'annan': 20428, 'bedsore': 20429, 'kristin': 20430, 'assertion': 20431, 'achievment': 20432, 'kidnappings': 20433, 'labeouf': 20434, 'walletless': 20435, 'bedpost': 20436, 'slink': 20437, 'brolin': 20438, 'gingerbread': 20439, 'sontag': 20440, 'intolerance': 20441, 'barnacle': 20442, 'ionceoverheard': 20443, 'gladiator': 20444, 'turbo': 20445, 'bb': 20446, 'forbearance': 20447, 'disorderly': 20448, 'intoxication': 20449, 'cayman': 20450, 'jayne': 20451, 'krentz': 20452, 'saltless': 20453, 'ulterior': 20454, 'masterwork': 20455, 'indictments': 20456, 'eli': 20457, 'millionsmarchsf': 20458, 'voltage': 20459, 'trumpland': 20460, 'victories': 20461, 'friendshipgoals': 20462, 'storylines': 20463, 'crete': 20464, 'psylandorian': 20465, 'bookworm': 20466, 'shareholdaz': 20467, 'ghostwriters': 20468, 'blob': 20469, 'satyajit': 20470, 'horsepower': 20471, 'bathtub': 20472, 'cutoff': 20473, 'gladys': 20474, 'principle': 20475, 'renewables': 20476, 'wh': 20477, 'bourdain': 20478, 'breathalyzer': 20479, 'leviathan': 20480, 'sonar': 20481, 'seatbacks': 20482, 'hentai': 20483, 'starnes': 20484, 'subvert': 20485, 'urkel': 20486, 'foreheads': 20487, 'rappers': 20488, 'waithe': 20489, 'shriver': 20490, 'fark': 20491, 'gulag': 20492, 'siberia': 20493, 'attire': 20494, 'ogre': 20495, 'imaginable': 20496, 'mechanism': 20497, 'frills': 20498, 'pomp': 20499, 'chillingly': 20500, 'reappear': 20501, 'tort': 20502, 'hasty': 20503, 'overthink': 20504, 'launchers': 20505, 'broderick': 20506, 'wonderfully': 20507, 'harrington': 20508, 'wolfman': 20509, 'diphtheria': 20510, 'shylock': 20511, 'shyster': 20512, 'stereotypical': 20513, 'pizzeria': 20514, 'couscous': 20515, 'retail': 20516, 'bueller': 20517, 'litterer': 20518, 'expedite': 20519, 'interrogations': 20520, 'epipen': 20521, 'swag': 20522, 'rainstorms': 20523, 'pummel': 20524, 'shitshow': 20525, 'windowsill': 20526, 'millenial': 20527, 'immunization': 20528, 'jarrel': 20529, 'extroverts': 20530, 'inoperable': 20531, 'albinism': 20532, 'zhang': 20533, 'ziyi': 20534, 'nullify': 20535, 'footlong': 20536, 'teriyaki': 20537, 'convulse': 20538, 'mailman': 20539, 'unreasonable': 20540, 'spittle': 20541, 'sexton': 20542, 'deutsch': 20543, 'croak': 20544, 'persecution': 20545, 'reassign': 20546, 'underpublicized': 20547, 'intestinal': 20548, 'mole': 20549, 'mallets': 20550, 'sprinkle': 20551, 'yarn': 20552, 'maxim': 20553, 'dent': 20554, 'tuxedoed': 20555, 'feingold': 20556, 'cameos': 20557, 'nsync': 20558, 'soundandfury': 20559, 'wordpress': 20560, 'worrisome': 20561, 'usage': 20562, 'incessant': 20563, 'oversharing': 20564, 'mademoiselle': 20565, 'tummy': 20566, 'demonstration': 20567, 'rendezvous': 20568, 'als': 20569, 'zell': 20570, 'kinder': 20571, 'marley': 20572, 'mayim': 20573, 'bialik': 20574, 'kellen': 20575, 'segregation': 20576, 'chests': 20577, 'som': 20578, 'horowitz': 20579, 'biv': 20580, 'devoe': 20581, 'grabbies': 20582, 'jameela': 20583, 'jamil': 20584, 'insinuate': 20585, 'digger': 20586, 'southpaw': 20587, 'soundtrack': 20588, 'renegotiation': 20589, 'wiser': 20590, 'pore': 20591, 'shopkeeper': 20592, 'memorize': 20593, 'maga': 20594, 'bugaboo': 20595, 'merck': 20596, 'philosophical': 20597, 'emeritus': 20598, 'canonizations': 20599, 'nikolai': 20600, 'rimsky': 20601, 'korsakov': 20602, 'inventive': 20603, 'orchestrator': 20604, 'caitlin': 20605, 'enclosures': 20606, 'miscellaneous': 20607, 'asmr': 20608, 'espresso': 20609, 'middleagedschmovies': 20610, 'accessibility': 20611, 'euphoric': 20612, 'postcard': 20613, 'meenakshi': 20614, 'amman': 20615, 'retool': 20616, 'tasteless': 20617, 'restraint': 20618, 'outbreeding': 20619, 'intelligentsia': 20620, 'hillshire': 20621, 'bratwurst': 20622, 'frock': 20623, 'underrate': 20624, 'moles': 20625, 'deadlines': 20626, 'strzok': 20627, 'pissy': 20628, 'gaby': 20629, 'hoffmann': 20630, 'wasters': 20631, 'troublemakers': 20632, 'noam': 20633, 'chomsky': 20634, 'panera': 20635, 'plausible': 20636, 'deniability': 20637, 'swedes': 20638, 'penetration': 20639, 'preamble': 20640, 'derangement': 20641, 'chillax': 20642, 'myrtle': 20643, 'ancestral': 20644, 'prowl': 20645, 'enda': 20646, 'gopers': 20647, 'coogler': 20648, 'wakanda': 20649, 'mcmaster': 20650, 'alignment': 20651, 'variables': 20652, 'sunblock': 20653, 'botox': 20654, 'instinct': 20655, 'ideological': 20656, 'stressfest': 20657, 'krypton': 20658, 'assignment': 20659, 'mirren': 20660, 'infatuate': 20661, 'oversimplify': 20662, 'insecticide': 20663, 'sufficiently': 20664, 'sweepstakes': 20665, 'megadonor': 20666, 'transaction': 20667, 'klutz': 20668, 'ndchen': 20669, 'italia': 20670, 'panoramic': 20671, 'saunders': 20672, 'phalanx': 20673, 'hungrily': 20674, 'interface': 20675, 'ignatians': 20676, 'penetrate': 20677, 'databases': 20678, 'droege': 20679, 'slosh': 20680, 'albarn': 20681, 'denmark': 20682, 'freshmen': 20683, 'safran': 20684, 'foer': 20685, 'bidder': 20686, 'zenith': 20687, 'gamespace': 20688, 'dopec': 20689, 'spicey': 20690, 'sla': 20691, 'redd': 20692, 'ethicists': 20693, 'farage': 20694, 'willam': 20695, 'hallucinate': 20696, 'stragglers': 20697, 'padres': 20698, 'earthquakes': 20699, 'vacationer': 20700, 'omniscient': 20701, 'yngwie': 20702, 'malmsteen': 20703, 'giuliana': 20704, 'rancic': 20705, 'connell': 20706, 'dearly': 20707, 'ventriloquist': 20708, 'azealia': 20709, 'intruder': 20710, 'unshakeable': 20711, 'bassnectar': 20712, 'disinvest': 20713, 'preschoolers': 20714, 'endlessly': 20715, 'leotard': 20716, 'choreograph': 20717, 'multidisciplinary': 20718, 'rightful': 20719, 'udc': 20720, 'lifeblood': 20721, 'globetrotters': 20722, 'firecracker': 20723, 'puzo': 20724, 'mcgovern': 20725, 'perkins': 20726, 'caine': 20727, 'aiello': 20728, 'shalhoub': 20729, 'braindead': 20730, 'fivethirtyeight': 20731, 'aggregator': 20732, 'templeton': 20733, 'doubletree': 20734, 'mechanical': 20735, 'fervor': 20736, 'capitalists': 20737, 'connery': 20738, 'creepiest': 20739, 'maven': 20740, 'craggy': 20741, 'ogres': 20742, 'gaulle': 20743, 'pompom': 20744, 'emile': 20745, 'hirsch': 20746, 'errant': 20747, 'keystroke': 20748, 'apocalypto': 20749, 'baio': 20750, 'relentlessly': 20751, 'tarot': 20752, 'khaled': 20753, 'shinto': 20754, 'priestess': 20755, 'homepod': 20756, 'cutlet': 20757, 'munchos': 20758, 'disodium': 20759, 'guanylate': 20760, 'tankers': 20761, 'safire': 20762, 'whoppers': 20763, 'definitions': 20764, 'mcdreamy': 20765, 'que': 20766, 'vivan': 20767, 'theda': 20768, 'hammel': 20769, 'lyudska': 20770, 'podoba': 20771, 'sexualities': 20772, 'ee': 20773, 'ppm': 20774, 'unrewarded': 20775, 'paz': 20776, 'airliners': 20777, 'salve': 20778, 'chap': 20779, 'sittin': 20780, 'liberian': 20781, 'dignitary': 20782, 'roscoe': 20783, 'xfl': 20784, 'genitalia': 20785, 'themeless': 20786, 'hooligans': 20787, 'shapewear': 20788, 'hitchhiker': 20789, 'irregular': 20790, 'allowable': 20791, 'amperage': 20792, 'testicles': 20793, 'attractiveness': 20794, 'romanian': 20795, 'grift': 20796, 'mcveigh': 20797, 'cecil': 20798, 'illegalize': 20799, 'trumpacandy': 20800, 'gloriously': 20801, 'brainer': 20802, 'lookers': 20803, 'passers': 20804, 'vale': 20805, 'boothe': 20806, 'thones': 20807, 'adelanto': 20808, 'chixx': 20809, 'floodgates': 20810, 'tequila': 20811, 'mediaeval': 20812, 'fortress': 20813, 'monemvasia': 20814, 'inspo': 20815, 'trivial': 20816, 'redskins': 20817, 'redstate': 20818, 'leon': 20819, 'cary': 20820, 'elwes': 20821, 'biggie': 20822, 'felonies': 20823, 'mariachi': 20824, 'fattest': 20825, 'spangle': 20826, 'doorstops': 20827, 'doorblocker': 20828, 'annulment': 20829, 'goper': 20830, 'broccoli': 20831, 'duetting': 20832, 'woodworking': 20833, 'carhartt': 20834, 'thong': 20835, 'magnanimous': 20836, 'relish': 20837, 'sinead': 20838, 'herbie': 20839, 'anthropomorphologists': 20840, 'jenni': 20841, 'konner': 20842, 'hq': 20843, 'arkansans': 20844, 'rinkins': 20845, 'harsher': 20846, 'verdugo': 20847, 'creatives': 20848, 'transvestite': 20849, 'dakotan': 20850, 'quantitative': 20851, 'gail': 20852, 'saltz': 20853, 'trexit': 20854, 'sustenance': 20855, 'feijoada': 20856, 'methushael': 20857, 'lamech': 20858, 'petticoats': 20859, 'anteater': 20860, 'suicides': 20861, 'lipnicki': 20862, 'spaceballs': 20863, 'continents': 20864, 'calculus': 20865, 'watermelons': 20866, 'austen': 20867, 'puig': 20868, 'deductible': 20869, 'felipe': 20870, 'smack': 20871, 'distributor': 20872, 'unchecked': 20873, 'industrialization': 20874, 'neanderthal': 20875, 'bloodlust': 20876, 'flynt': 20877, 'presex': 20878, 'girders': 20879, 'geekier': 20880, 'dominos': 20881, 'koran': 20882, 'butternut': 20883, 'majesty': 20884, 'walkers': 20885, 'pushier': 20886, 'rollerball': 20887, 'slime': 20888, 'cocoon': 20889, 'ooze': 20890, 'chaka': 20891, 'meara': 20892, 'maitre': 20893, 'everlast': 20894, 'clarksburg': 20895, 'blotter': 20896, 'raiser': 20897, 'baftas': 20898, 'fanciful': 20899, 'rentboys': 20900, 'rentboy': 20901, 'gremlin': 20902, 'rhinoceros': 20903, 'birkenstocks': 20904, 'surmise': 20905, 'heartache': 20906, 'tca': 20907, 'mercator': 20908, 'lovelorn': 20909, 'newswoman': 20910, 'vibrant': 20911, 'bernanke': 20912, 'grooviest': 20913, 'spectators': 20914, 'bluefish': 20915, 'saor': 20916, 'venetian': 20917, 'pok': 20918, 'polack': 20919, 'rosh': 20920, 'hashasha': 20921}

print("The count of words",tokenizer.word_counts)

The count of words OrderedDict([('thirtysomething', 1), ('scientists', 103), ('unveil', 126), ('doomsday', 5), ('clock', 21), ('hair', 62), ('loss', 39), ('dem', 4), ('rep', 27), ('totally', 55), ('nail', 30), ('congress', 141), ('fall', 122), ('short', 46), ('gender', 31), ('racial', 22), ('equality', 25), ('eat', 171), ('veggies', 2), ('deliciously', 1), ('different', 64), ('recipes', 30), ('inclement', 2), ('weather', 34), ('prevent', 54), ('liar', 8), ('get', 1012), ('work', 347), ('mother', 147), ('come', 339), ('pretty', 119), ('close', 80), ('use', 321), ('word', 132), ('stream', 21), ('correctly', 5), ('white', 388), ('inheritance', 3), ('ways', 127), ('file', 31), ('tax', 116), ('less', 70), ('stress', 52), ('richard', 24), ('branson', 1), ('global', 53), ('warm', 24), ('donation', 13), ('nearly', 39), ('much', 150), ('cost', 58), ('fail', 128), ('balloon', 13), ('trip', 75), ('shadow', 18), ('government', 126), ('large', 27), ('meet', 238), ('marriott', 1), ('conference', 28), ('room', 110), ('b', 36), ('lot', 81), ('parent', 281), ('know', 375), ('scenario', 4), ('lesbian', 16), ('consider', 56), ('father', 131), ('indiana', 12), ('amaze', 49), ('one', 587), ('amanda', 4), ('peet', 3), ('tell', 313), ('daughter', 87), ('sex', 171), ('special', 67), ('hug', 23), ('regard', 2), ('current', 26), ('treatments', 2), ('ebola', 41), ('chris', 69), ('christie', 33), ('suggest', 57), ('hillary', 215), ('clinton', 342), ('blame', 63), ('boko', 3), ('haram', 3), ('kidnap', 12), ('hundreds', 38), ('schoolgirls', 2), ('ford', 30), ('develop', 39), ('new', 1684), ('suv', 5), ('run', 236), ('purely', 2), ('gasoline', 3), ('uber', 34), ('ceo', 104), ('travis', 4), ('kalanick', 3), ('step', 82), ('trump', 1836), ('economic', 26), ('advisory', 4), ('council', 21), ('area', 501), ('boy', 100), ('enter', 63), ('jump', 35), ('touch', 51), ('top', 152), ('doorways', 1), ('phase', 15), ('man', 1536), ('travel', 89), ('gurney', 2), ('leave', 267), ('person', 96), 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('pizzeria', 1), ('couscous', 1), ('retail', 1), ('bueller', 1), ('litterer', 1), ('expedite', 1), ('interrogations', 1), ('epipen', 1), ('swag', 1), ('rainstorms', 1), ('pummel', 1), ('shitshow', 1), ('windowsill', 1), ('millenial', 1), ('immunization', 1), ('jarrel', 1), ('extroverts', 1), ('inoperable', 1), ('albinism', 1), ('zhang', 1), ('ziyi', 1), ('nullify', 1), ('footlong', 1), ('teriyaki', 1), ('convulse', 1), ('mailman', 1), ('unreasonable', 1), ('spittle', 1), ('sexton', 1), ('deutsch', 1), ('croak', 1), ('persecution', 1), ('reassign', 1), ('underpublicized', 1), ('intestinal', 1), ('mole', 1), ('mallets', 1), ('sprinkle', 1), ('yarn', 1), ('maxim', 1), ('dent', 1), ('tuxedoed', 1), ('feingold', 1), ('cameos', 1), ('nsync', 1), ('soundandfury', 1), ('wordpress', 1), ('worrisome', 1), ('usage', 1), ('incessant', 1), ('oversharing', 1), ('mademoiselle', 1), ('tummy', 1), ('demonstration', 1), ('rendezvous', 1), ('als', 1), ('zell', 1), ('kinder', 1), ('marley', 1), ('mayim', 1), ('bialik', 1), ('kellen', 1), ('segregation', 1), ('chests', 1), ('som', 1), ('horowitz', 1), ('biv', 1), ('devoe', 1), ('grabbies', 1), ('jameela', 1), ('jamil', 1), ('insinuate', 1), ('digger', 1), ('southpaw', 1), ('soundtrack', 1), ('renegotiation', 1), ('wiser', 1), ('pore', 1), ('shopkeeper', 1), ('memorize', 1), ('maga', 1), ('bugaboo', 1), ('merck', 1), ('philosophical', 1), ('emeritus', 1), ('canonizations', 1), ('nikolai', 1), ('rimsky', 1), ('korsakov', 1), ('inventive', 1), ('orchestrator', 1), ('caitlin', 1), ('enclosures', 1), ('miscellaneous', 1), ('asmr', 1), ('espresso', 1), ('middleagedschmovies', 1), ('accessibility', 1), ('euphoric', 1), ('postcard', 1), ('meenakshi', 1), ('amman', 1), ('retool', 1), ('tasteless', 1), ('restraint', 1), ('outbreeding', 1), ('intelligentsia', 1), ('hillshire', 1), ('bratwurst', 1), ('frock', 1), ('underrate', 1), ('moles', 1), ('deadlines', 1), ('strzok', 1), ('pissy', 1), ('gaby', 1), ('hoffmann', 1), ('wasters', 1), ('troublemakers', 1), ('noam', 1), ('chomsky', 1), ('panera', 1), ('plausible', 1), ('deniability', 1), ('swedes', 1), ('penetration', 1), ('preamble', 1), ('derangement', 1), ('chillax', 1), ('gnar', 2), ('myrtle', 1), ('ancestral', 1), ('prowl', 1), ('enda', 1), ('gopers', 1), ('coogler', 1), ('wakanda', 1), ('mcmaster', 1), ('alignment', 1), ('variables', 1), ('sunblock', 1), ('botox', 1), ('instinct', 1), ('ideological', 1), ('stressfest', 1), ('krypton', 1), ('nana', 2), ('assignment', 1), ('mirren', 1), ('infatuate', 1), ('oversimplify', 1), ('insecticide', 1), ('sufficiently', 1), ('sweepstakes', 1), ('megadonor', 1), ('transaction', 1), ('klutz', 1), ('ndchen', 1), ('italia', 1), ('panoramic', 1), ('saunders', 1), ('retweets', 2), ('phalanx', 1), ('hungrily', 1), ('interface', 1), ('ignatians', 1), ('penetrate', 1), ('databases', 1), ('droege', 1), ('slosh', 1), ('albarn', 1), ('denmark', 1), ('freshmen', 1), ('safran', 1), ('foer', 1), ('bidder', 1), ('zenith', 1), ('gamespace', 1), ('dopec', 1), ('spicey', 1), ('sla', 1), ('redd', 1), ('ethicists', 1), ('farage', 1), ('willam', 1), ('hallucinate', 1), ('stragglers', 1), ('padres', 1), ('earthquakes', 1), ('vacationer', 1), ('omniscient', 1), ('yngwie', 1), ('malmsteen', 1), ('giuliana', 1), ('rancic', 1), ('connell', 1), ('dearly', 1), ('ventriloquist', 1), ('azealia', 1), ('intruder', 1), ('unshakeable', 1), ('bassnectar', 1), ('disinvest', 1), ('preschoolers', 1), ('endlessly', 1), ('leotard', 1), ('choreograph', 1), ('multidisciplinary', 1), ('rightful', 1), ('udc', 1), ('lifeblood', 1), ('globetrotters', 1), ('firecracker', 1), ('puzo', 1), ('mcgovern', 1), ('perkins', 1), ('caine', 1), ('aiello', 1), ('shalhoub', 1), ('braindead', 1), ('fivethirtyeight', 1), ('aggregator', 1), ('templeton', 1), ('doubletree', 1), ('mechanical', 1), ('fervor', 1), ('capitalists', 1), ('breakdowns', 2), ('connery', 1), ('creepiest', 1), ('maven', 1), ('craggy', 1), ('ogres', 1), ('gaulle', 1), ('pompom', 1), ('emile', 1), ('hirsch', 1), ('errant', 1), ('keystroke', 1), ('apocalypto', 1), ('baio', 1), ('relentlessly', 1), ('tarot', 1), ('khaled', 1), ('shinto', 1), ('priestess', 1), ('homepod', 1), ('cutlet', 1), ('munchos', 1), ('disodium', 1), ('guanylate', 1), ('tankers', 1), ('safire', 1), ('whoppers', 1), ('definitions', 1), ('mcdreamy', 1), ('que', 1), ('vivan', 1), ('theda', 1), ('hammel', 1), ('lyudska', 1), ('podoba', 1), ('sexualities', 1), ('ee', 1), ('ppm', 1), ('unrewarded', 1), ('paz', 1), ('airliners', 1), ('salve', 1), ('chap', 1), ('sittin', 1), ('liberian', 1), ('dignitary', 1), ('roscoe', 1), ('xfl', 1), ('genitalia', 1), ('themeless', 1), ('hooligans', 1), ('shapewear', 1), ('hitchhiker', 1), ('irregular', 1), ('allowable', 1), ('amperage', 1), ('testicles', 1), ('attractiveness', 1), ('romanian', 1), ('grift', 1), ('mcveigh', 1), ('cecil', 1), ('illegalize', 1), ('trumpacandy', 1), ('gloriously', 1), ('brainer', 1), ('lookers', 1), ('passers', 1), ('vale', 1), ('boothe', 1), ('thones', 1), ('adelanto', 1), ('chixx', 1), ('floodgates', 1), ('tequila', 1), ('mediaeval', 1), ('fortress', 1), ('monemvasia', 1), ('inspo', 1), ('courtesy', 2), ('trivial', 1), ('redskins', 1), ('redstate', 1), ('leon', 1), ('erick', 2), ('erickson', 2), ('cary', 1), ('elwes', 1), ('biggie', 1), ('felonies', 1), ('gram', 2), ('mariachi', 1), ('fattest', 1), ('spangle', 1), ('doorstops', 1), ('doorblocker', 1), ('annulment', 1), ('goper', 1), ('broccoli', 1), ('duetting', 1), ('woodworking', 1), ('carhartt', 1), ('thong', 1), ('magnanimous', 1), ('relish', 1), ('sinead', 1), ('herbie', 1), ('anthropomorphologists', 1), ('jenni', 1), ('konner', 1), ('hq', 1), ('arkansans', 1), ('rinkins', 1), ('harsher', 1), ('verdugo', 1), ('creatives', 1), ('transvestite', 1), ('dakotan', 1), ('quantitative', 1), ('gail', 1), ('saltz', 1), ('trexit', 1), ('sustenance', 1), ('feijoada', 1), ('methushael', 1), ('lamech', 1), ('petticoats', 1), ('anteater', 1), ('suicides', 1), ('lipnicki', 1), ('spaceballs', 1), ('continents', 1), ('calculus', 1), ('watermelons', 1), ('austen', 1), ('puig', 1), ('deductible', 1), ('felipe', 1), ('smack', 1), ('distributor', 1), ('unchecked', 1), ('industrialization', 1), ('neanderthal', 1), ('bloodlust', 1), ('flynt', 1), ('presex', 1), ('girders', 1), ('geekier', 1), ('dominos', 1), ('koran', 1), ('butternut', 1), ('majesty', 1), ('walkers', 1), ('pushier', 1), ('rollerball', 1), ('slime', 1), ('cocoon', 1), ('ooze', 1), ('chaka', 1), ('meara', 1), ('maitre', 1), ('everlast', 1), ('clarksburg', 1), ('blotter', 1), ('raiser', 1), ('baftas', 1), ('fanciful', 1), ('rentboys', 1), ('rentboy', 1), ('gremlin', 1), ('rhinoceros', 1), ('birkenstocks', 1), ('surmise', 1), ('heartache', 1), ('tca', 1), ('mercator', 1), ('lovelorn', 1), ('newswoman', 1), ('vibrant', 1), ('bernanke', 1), ('grooviest', 1), ('spectators', 1), ('bluefish', 1), ('saor', 1), ('venetian', 1), ('pok', 1), ('polack', 1), ('rosh', 1), ('hashasha', 1)])

6.Create features and labels [3 Marks]

X = tokenizer.texts_to_sequences(sarc_data['final_headline'])
X = pad_sequences(X, maxlen = maxlen)
y = np.asarray(sarc_data['is_sarcastic'])

print(f'Number of Samples: {len(X)}')
print(f'Number of Labels: {len(y)}')
print(f'\nFirst headline:\n{X[0]}\n\nLabel of the first headline: {y[0]}')

Number of Samples: 28619
Number of Labels: 28619

First headline:
[   0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0    0    0    0    0    0    0    0    0    0    0    0
    0    0    0  325  250 5221 1881  619 1074]

Label of the first headline: 1

Comments:
The final headline is the feature and labels are the is_sarcastic feature

7.Get vocabulary size [3 Marks]

# Reserve padding (indexed zero)
w2i = tokenizer.word_index
vocab_size = len(w2i) + 1
print(f'Number of unique tokens: {vocab_size}')

Number of unique tokens: 20922

8.Create a weight matrix using GloVe embeddings [3 Marks]

import os
from gensim.test.utils import datapath, get_tmpfile
from gensim.models import KeyedVectors #

path=os.getcwd()+"//"

#glove_file = datapath(path + 'glove.6B.50d.txt') # This is a GloVe model
EMBEDDING_FILE = datapath(path + 'glove.6B.200d.txt')

embeddings = {}
#for o in open(EMBEDDING_FILE,errors="ignore"):
for o in open(EMBEDDING_FILE, encoding="utf8"):
    word = o.split(' ')[0]
    embd = o.split(' ')[1:]
    embd = np.asarray(embd, dtype = 'float32')
    embeddings[word] = embd

len(embeddings)

400000

Matrix for word Embedding

# Getting the minimum number of words
num_words = min(max_features, vocab_size) + 1

embedding_matrix = np.zeros((num_words, embedding_size))
for word, i in tokenizer.word_index.items():
    if i > max_features: continue
    embedding_vector = embeddings.get(word)
    if embedding_vector is not None:
        embedding_matrix[i] = embedding_vector

len(embeddings.values())

400000

9. Define and compile a Bidirectional LSTM model. [3 Marks]

from tensorflow.keras.initializers import Constant

# Models
from tensorflow.keras.layers import Dense, LSTM, Embedding, Dropout, Flatten, Bidirectional, GlobalMaxPool1D
from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint, ReduceLROnPlateau, TensorBoard
from tensorflow.keras.preprocessing.sequence import pad_sequences
from tensorflow.keras.preprocessing.text import Tokenizer
from tensorflow.keras.models import Model, Sequential

Bi-Directional Long Short Term Memory Bidirectional long-short term memory (Bi-LSTM) is the process of making any neural network o have the sequence information in both directions backwards (future to past) or forward (past to future).

In bidirectional, our input flows in two directions, making a Bi-LSTM different from the regular LSTM. With the regular LSTM, we can make input flow in one direction, either backwards or forward. However, in bidirectional, we can make the input flow in both directions to preserve the future and the past information. For a better explanation, let’s have an example.

In the sentence "boys go to…" we can not fill the blank space. Still, when we have a future sentence “boys come out of school”, we can easily predict the past blank space the similar thing we want to perform by our model and bidirectional LSTM allows the neural network to perform this.

model = Sequential()
model.add(Embedding(num_words, embedding_size, embeddings_initializer = Constant(embedding_matrix), input_length = maxlen, trainable = False))
model.add(Bidirectional(LSTM(128, return_sequences = True)))
model.add(GlobalMaxPool1D())
model.add(Dropout(0.5, input_shape = (256,)))
model.add(Dense(128, activation = 'relu'))
model.add(Dropout(0.5, input_shape = (128,)))
model.add(Dense(64, activation = 'relu'))
model.add(Dropout(0.5, input_shape = (64,)))
model.add(Dense(1, activation = 'sigmoid'))

model.compile(loss = 'binary_crossentropy', optimizer = 'adam', metrics = ['accuracy'])

# Adding callbacks
es = EarlyStopping(monitor = 'val_loss', mode = 'min', verbose = 1, patience = 10)  
mc = ModelCheckpoint('sarcasm_detector.h5', monitor = 'val_loss', mode = 'min', save_best_only = True, verbose = 1)
lr_r = ReduceLROnPlateau(monitor = 'val_loss', factor = 0.1, patience = 5),
logdir = 'log'; tb = TensorBoard(logdir, histogram_freq = 1)
callbacks = [es, mc, lr_r, tb]

print(model.summary())

Model: "sequential_5"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 embedding_3 (Embedding)     (None, 107, 200)          2000200   
                                                                 
 bidirectional (Bidirectiona  (None, 107, 256)         336896    
 l)                                                              
                                                                 
 global_max_pooling1d (Globa  (None, 256)              0         
 lMaxPooling1D)                                                  
                                                                 
 dropout_1 (Dropout)         (None, 256)               0         
                                                                 
 dense_4 (Dense)             (None, 128)               32896     
                                                                 
 dropout_2 (Dropout)         (None, 128)               0         
                                                                 
 dense_5 (Dense)             (None, 64)                8256      
                                                                 
 dropout_3 (Dropout)         (None, 64)                0         
                                                                 
 dense_6 (Dense)             (None, 1)                 65        
                                                                 
=================================================================
Total params: 2,378,313
Trainable params: 378,113
Non-trainable params: 2,000,200
_________________________________________________________________
None

x_train, x_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = random_state, shuffle = True)

print('---'*20, f'\nNumber of rows in training dataset: {x_train.shape[0]}')
print(f'Number of columns in training dataset: {x_train.shape[1]}')
print(f'Number of unique words in training dataset: {len(np.unique(np.hstack(x_train)))}')

print('---'*20, f'\nNumber of rows in test dataset: {x_test.shape[0]}')
print(f'Number of columns in test dataset: {x_test.shape[1]}')
print(f'Number of unique words in test dataset: {len(np.unique(np.hstack(x_test)))}')

------------------------------------------------------------ 
Number of rows in training dataset: 22895
Number of columns in training dataset: 107
Number of unique words in training dataset: 9936
------------------------------------------------------------ 
Number of rows in test dataset: 5724
Number of columns in test dataset: 107
Number of unique words in test dataset: 7185

batch_size = 100
epochs = 10

h = model.fit(x_train, y_train, epochs = epochs, validation_split = 0.2, batch_size = batch_size, verbose = 2, callbacks = callbacks)

Epoch 1/10

Epoch 1: val_loss improved from inf to 0.53797, saving model to sarcasm_detector.h5
184/184 - 95s - loss: 0.6299 - accuracy: 0.6368 - val_loss: 0.5380 - val_accuracy: 0.7366 - lr: 0.0010 - 95s/epoch - 514ms/step
Epoch 2/10

Epoch 2: val_loss improved from 0.53797 to 0.49839, saving model to sarcasm_detector.h5
184/184 - 99s - loss: 0.5326 - accuracy: 0.7359 - val_loss: 0.4984 - val_accuracy: 0.7580 - lr: 0.0010 - 99s/epoch - 537ms/step
Epoch 3/10

Epoch 3: val_loss improved from 0.49839 to 0.46222, saving model to sarcasm_detector.h5
184/184 - 99s - loss: 0.4725 - accuracy: 0.7779 - val_loss: 0.4622 - val_accuracy: 0.7849 - lr: 0.0010 - 99s/epoch - 539ms/step
Epoch 4/10

Epoch 4: val_loss improved from 0.46222 to 0.44600, saving model to sarcasm_detector.h5
184/184 - 100s - loss: 0.4336 - accuracy: 0.8004 - val_loss: 0.4460 - val_accuracy: 0.7893 - lr: 0.0010 - 100s/epoch - 546ms/step
Epoch 5/10

Epoch 5: val_loss improved from 0.44600 to 0.43728, saving model to sarcasm_detector.h5
184/184 - 99s - loss: 0.3928 - accuracy: 0.8232 - val_loss: 0.4373 - val_accuracy: 0.7984 - lr: 0.0010 - 99s/epoch - 538ms/step
Epoch 6/10

Epoch 6: val_loss did not improve from 0.43728
184/184 - 99s - loss: 0.3533 - accuracy: 0.8446 - val_loss: 0.4609 - val_accuracy: 0.7995 - lr: 0.0010 - 99s/epoch - 539ms/step
Epoch 7/10

Epoch 7: val_loss did not improve from 0.43728
184/184 - 105s - loss: 0.3253 - accuracy: 0.8586 - val_loss: 0.4533 - val_accuracy: 0.7903 - lr: 0.0010 - 105s/epoch - 571ms/step
Epoch 8/10

Epoch 8: val_loss did not improve from 0.43728
184/184 - 104s - loss: 0.2993 - accuracy: 0.8701 - val_loss: 0.4523 - val_accuracy: 0.8030 - lr: 0.0010 - 104s/epoch - 566ms/step
Epoch 9/10

Epoch 9: val_loss did not improve from 0.43728
184/184 - 98s - loss: 0.2690 - accuracy: 0.8874 - val_loss: 0.5320 - val_accuracy: 0.7965 - lr: 0.0010 - 98s/epoch - 533ms/step
Epoch 10/10

Epoch 10: val_loss did not improve from 0.43728
184/184 - 98s - loss: 0.2437 - accuracy: 0.8984 - val_loss: 0.4735 - val_accuracy: 0.8041 - lr: 0.0010 - 98s/epoch - 532ms/step

plot_accuracy_loss(h)

# Evaluate the model
loss, accuracy = model.evaluate(x_test, y_test, verbose = 0)
print('Overall Accuracy: {}'.format(round(accuracy * 100, 0)))

Overall Accuracy: 81.0

y_pred = (model.predict(x_test) > 0.5).astype('int32')
print(f'Classification Report:\n{classification_report(y_pred, y_test)}')

Classification Report:
              precision    recall  f1-score   support

           0       0.86      0.79      0.82      3232
           1       0.76      0.83      0.79      2492

    accuracy                           0.81      5724
   macro avg       0.81      0.81      0.81      5724
weighted avg       0.81      0.81      0.81      5724

print('--'*30); print('Confusion Matrix')
cm = confusion_matrix(y_test, y_pred)
cm = pd.DataFrame(cm , index = ['Non-sarcastic', 'Sarcastic'] , columns = ['Non-sarcastic','Sarcastic'])
display(cm); print('--'*30)

plt.figure(figsize = (8, 5))
_ = sns.heatmap(cm, cmap= 'Blues', linecolor = 'black' , linewidth = 1 , annot = True, 
            fmt = '' , xticklabels = ['Non-sarcastic', 'Sarcastic'], 
            yticklabels = ['Non-sarcastic', 'Sarcastic']).set_title('Confusion Matrix')

------------------------------------------------------------
Confusion Matrix

	Non-sarcastic	Sarcastic
Non-sarcastic	2564	431
Sarcastic	668	2061

------------------------------------------------------------

Conclusion:

• The sarcasm and non-sarcastic headlines given by two of the popular website is analysed. The headlines data are preprocessed for model building.
  
• Global vector is used for vectorization of the words. The Bidirection LTSM is used to build the model and model is able to predict with 81.0% accuracy of the testdata.
  • Model able to detect Sarcastic and Non-sarcastic messages with 81% accuracy
  • While fitting the model, it run for 10 epoch, as epochs increases, training accuracy constantly increased, where as validation accuracy become constant for 6 epochs.
  • Similarly loss also decreases constantly in training data but test data it started increasing after 6 epochs